- Axon Enterprise, Inc. / Dedrone Holdings, Inc. et al. v. Airspace Defense, Inc.Some claims unpatentablePTAB · Oct 6, 2026 · IPR2025-00629 · APJ Scott C Moore · IPR · Final written decision
Original claim 12 is not unpatentable; substitute claim 37 is added, while substitute claims 21–28 and 30–36 are denied as obvious.
RulingsFinal written decision- Claim Construction › Intrinsic evidence (Phillips canons) › Plain and ordinary meaning to a POSITATerm construed patent owner constructionDecided for patent owner
“F.3d at 1279–80, we begin our analysis with the Specification of the ’711 Patent. The Specification indicates when a UAV (such as the recited “reference aerial vehicle”) navigates autonomously, it flies without manual control, and can, for example, track and fly to a target using information captured onboard the vehicle itself. See Ex. 1001, 3:24–28 (“[I]t may not be desirable to manually control the interceptor aerial vehicle to follow the target UAV. In some embodiments, the interceptor aerial vehicle is able to autonomously track and fly to the target UAV using machine vision based on images captured by a camera of the interceptor aerial vehicle.”). The Specification also indicates that “autonomous” means more than just “automatic flight,” and clarifies that autonomous navigation occurs when a UAV that previously received a target location from an external source subsequently turns and flies itself towards the received location. See, e.g., id. at 4:15–17 (disclosing that the detected location of a target may be provided to an interceptor “to allow it to automatically and autonomously fly toward the direction of the detected location”); 15:64–16:3 (automatic and autonomous navigation occurs when an interceptor’s navigation component and/or flight controller receive the location of a target, and adjust the interceptor “to turn and fly towards the received location . . . based on the received location”); 16:49–60 (“For example, a flight direction and/or speed of an interceptor aerial vehicle are automatically and autonomously adjusted based on a location and size of the target within the captured image. . . . This allows the flight path of the interceptor aerial vehicle to be dynamically adjusted to track and follow a moving target.”).” slip op. at 11
- Obviousness (§103) › Motivation to combine / reasonable expectation of successNot shown unpatentableMotivation not foundNot shown unpatentable
“have had reason to combine Beard and Laufer in the manner proposed by Petitioner, the combination would not satisfy the Autonomous Navigation limitation required by claim 12 because Laufer’s autopilot commands are generated by and transmitted from a remote command center (i.e., Laufer’s central controller 115). PO Resp. 15–16. In its Reply, Petitioner does not dispute that Laufer’s autopilot commands are generated by Laufer’s central controller 115, which is remote from the aircraft being controlled. See Reply 13–17. Petitioner asserts, however, that the combination still satisfies the Autonomous Navigation limitation because these autopilot commands are generated without human input. See id. Based on the complete trial record, Patent Owner’s arguments are persuasive. See PO Resp. 15–16; PO Sur-reply 42, 1–6; Ex. 2025 ¶¶ 84–87. The flight of Beard’s UAV 100 under the control of Laufer’s autopilot commands does not satisfy the Autonomous Navigation limitation of claim 12, as we have construed that limitation, because Laufer’s autopilot commands are generated at a location that is remote from UAV 100 (Laufer’s central controller 115.) See, e.g., Ex. 1010 ¶ 40 (“Central controller 115 uses autopilot command module 440 to generate autopilot aircraft commands”), ¶¶ 26, 30 (clarifying that central controller 115 and the controlled interceptor aircraft are separate devices that may communicate through a “wireless connection”), Fig. 4 (depicting “aircraft control commands 475” being generated externally from the depicted “Interceptor Aircraft”); see also Ex. 2025 ¶¶ 95–95. Petitioner never disputes that, in the proposed combination, Laufer’s central controller 115 would remain external to Beard’s UAV 100. See Reply 13–17. Instead, Petitioner relies on its proposed construction of the Autonomous Navigation limitation, which would have encompassed such an arrangement. See id. Our construction of the Autonomous Navigation limitation, which did not adopt Petitioner’s claim construction position, is dispositive of Petitioner’s argument. We thus determine that Petitioner has not shown by a preponderance of the evidence that claim 12 would have been obvious over Beard and Laufer.” slip op. at 15
- PTAB / AIA Trials › Motions to amend / substitute claimsMotion to amend granted in partGranted in part
“the legal requirements set forth in 35 U.S.C. § 316(d) and 37 C.F.R. § 42.121. Lectrosonics, Paper 15 at 4, 7–8. For the reasons that follow, we determine that Patent Owner has satisfied this burden. 1. Proposal of a Reasonable Number of Substitute Claims A motion to amend must “propose a reasonable number of substitute claims.” 35 U.S.C. § 316(d)(1)(B); see also 37 C.F.R. § 42.121(a)(3) (“A motion to amend may cancel a challenged claim or propose a reasonable number of substitute claims.”). “There is a rebuttable presumption that a reasonable number of substitute claims per challenged claim is one (1) substitute claim.” Lectrosonics, IPR2018-01129, Paper 15 at 4; see also 37 C.F.R. § 42.121(a)(3). Patent Owner has shown it proposes a reasonable number of substitute claims by proposing a single substitute claim for each of challenged claims 1–4, 8–11, and 13–20. MTA 1–2, Claims App. Petitioner does not argue otherwise. See generally MTA Opp. We determine that Patent Owner meets this requirement. 2. Amendments Respond to a Ground of Unpatentability “A motion to amend may be denied where … [t]he amendment does not respond to a ground of unpatentability involved in the trial.” 37 C.F.R. § 42.121(a)(2)(i). Patent Owner has responded to the grounds of unpatentability involved in this proceeding by amending the claims in response to the Petition’s asserted prior art. See MTA 2, 25, Claims App. Petitioner does not argue otherwise. See generally MTA Opp. We determine that Patent Owner meets this requirement. 3. No Enlargement of the Scope of the Claims An amendment may not seek to enlarge the scope of the claims of the patent. 35 U.S.C. § 316(d)(3); 37 C.F.R. §§ 42.121(b)(1)–(b)(2). Patent Owner asserts that the amendments in the Motion do not enlarge the scope of the claims of the patent because each proposed substitute claim “retains all of the limitations of the corresponding challenged claim, and each proposed independent substitute claim adds further limitations.” See MTA 2, Claims App. Petitioner does not argue otherwise. See generally MTA Opp. We determine that Patent Owner meets this requirement. 4. No Introduction of New Matter An amendment may not introduce new matter. 35 U.S.C. § 316(d)(3);” slip op. at 22
- 112 supportDecided for patent owner
“Having considered the evidence and argument cited by both parties, we determine there is sufficient written description support for the disputed portions of limitations [37.e1], [37.e3,] and [37.e4]. The ’452 application discloses selecting between groups of processing schemes (e.g., algorithms) depending on a confidence level, where the groups are, for example: high cost, high robustness algorithms; medium cost, medium robustness algorithms; and low cost, low robustness algorithms. See Ex. 2019 ¶¶ 146–147. These schemes or algorithms may be neural networks. See, e.g., id. ¶ 50 (including neural network as a type of algorithm); see also id. ¶¶ 109–110); see generally MTA Opp 1 (not disputing that schemes may be neural networks). Specifically, the ’452 application describes “algorithms that process video frames of one or more video data streams,” and “produce a prediction of objects within the video f[r]ame, as well as a confidence number that is a measure of quality for that prediction.” Id. ¶ 141. The ’452 application also discloses the concept of switching between neural networks based on confidence levels. In particular, the ’452 application discloses that a “process cycles through the processing schemes to produce a detection of an object,” for example, where “if the confidence number is higher than an activation number, an action is performed to stop or change a running group (i) and select or switch to group (ii).” Id. ¶ 146. More particularly, “a processing scheme from the group of (i) High cost (low refresh rate), high robustness algorithm[s] can select a cheaper processing scheme from the group of (ii) Medium cost, medium robustness algorithms.” Id. The ’452 application additionally discloses that schemes or algorithms (e.g., neural networks) are applied to individual video frames, and that the confidence levels that determine which neural network will be applied in the future are also derived from individual video frames. For example, as discussed above, the ’452 application describes that “[t]he processing schemes produce a prediction of objects within the video f[r]ame, as well as a confidence number that is a measure of quality for that prediction.” Ex. 2019 ¶ 141 (emphases added). The ’452 application also describes selecting and applying an individual neural network, rather than only selecting and applying a group of processing schemes. For example, as highlighted above, the ’452 application describes that “a processing scheme from the” “High” group “can select a cheaper processing scheme from the” “Medium” group. Id. ¶ 146 (emphases added). In our view, these disclosures, read together, would reasonably convey to one skilled in the art that the inventor had possession of the disputed subject matter described above. See Ariad, 598 F.3d at 1351.” slip op. at 24
Patent outcomesUS 10,514,711 mixedClaim construction§ 103 obviousness§ 112 disclosurecites Phillips · Graham · NautilusPatents in suitUS 10,514,711 - PTAB · Oct 6, 2026 · IPR2025-00525 · APJ Scott C Moore · IPR · Final written decision
Original claim 21 was canceled; the Board denied substitute claim 22 for new matter and held it obvious under §103 based on six combinations.
RulingsFinal written decision- 112 supportMotion to amend, deniedDenied
“First, Patent Owner has not shown possession of the disputed feature of a “radio communication module [that] is configured to utilize a secure identifier, the secure identifier comprising a specified excitation.” In the ’406 application, the term “excitation” is used exclusively to refer to a light beam signal. See Ex. 2015, 7:8–13, 9:8–10, 23:9.2 The ’406 application discloses that an identification box on an aircraft may include both an RF module and a separate light sensor. See Ex. 2015, 7:3–11. But nowhere does the ’406 application describe receiving a light beam (e.g., an excitation) with the RF module of the identification box (as opposed to the light sensor), so as to provide support for proposed substitute claim 22’s recitation of a “radio communication module” configured to utilize “a secure identifier . . . comprising a specified excitation.” We disagree with Patent Owner that it suffices that one of ordinary skill in the art “would recognize that these disclosures are equally applicable to the RF-only embodiments” (Reply 5). “It is not sufficient for purposes of the written description requirement . . . that the disclosure, when combined with the knowledge in the art, would lead one to speculate as to modifications that the inventor might have envisioned, but failed to disclose.” Lockwood v. Am. Airlines, Inc., 107 F.3d 1565, 1572 (Fed. Cir. 1997). On this record, and having reviewed the ’959 Patent, the ’153 provisional, and the ’406 application, we find no evidence in those documents that the named inventor was in possession of the concept of a radio communications module “configured to utilize a secure identifier” where “the secure identifier compris[es] a specified excitation.” Second, setting aside the “radio communication module” in proposed substitute claim 22, Patent Owner also has not shown that the named inventor was in possession of the feature of a “secure identifier comprising a specified excitation.” Patent Owner’s argument that the ’406 application describes a light beam directed to a particular aircraft (see Reply 4–5) is 2 The same is true of the ’153 provisional. See Ex. 2016 ¶¶ 29, 34. unavailing. The fact that the properties of a particular light beam indicate that the light beam is intended for a particular aircraft does not demonstrate that the light beam is a “secure identifier,” as we have construed that term. Patent Owner has not identified any disclosure in the ’406 application of a “secure identifier” comprising a light beam, let alone that such light beam can be utilized by a “radio communication module.” The only references to “secure” identifiers in the ’406 application describe radio frequency signals. See Ex. 2015, 2:4–6, 15:21–17:12.3 Having reviewed the ’959 Patent, the ’153 provisional, and the ’406 application, we find no evidence in those documents that the named inventor was in possession of the concept of a “secure identifier comprising a specified excitation.”” slip op. at 15
- ScopeDecided for patent owner
“not impermissibly broaden the scope of the claims of the ’959 Patent. As Patent Owner suggests, there were no limitations in original claim 21 on the type of radio signal the radio communication module could receive, and so it follows that proposed substitute claim 22 does not now encompass receiving a broader set of radio signals. We see no basis for Petitioner’s argument that the past tense verb “received” limited original claim 21 to “signals of a compatible ‘type’ and ‘range.’” Opp. 7. Moreover, the claim language (with the proposed deletion shown double brackets) provides that “the radio communication module is configured to receive a [[received]] radio signal.” Any radio signal that the radio communications module receives would necessarily be a “received” radio signal. Thus, deleting the redundant word “received” does not enlarge the scope of this claim limitation. We also are not persuaded by Petitioner’s suggestion that removing the term “received” broadens original claim 21 by deleting a requirement that the radio signal have already been previously received by the claimed device. See Sur-reply 9. Original claim 21 simply recited, using redundant language, that “the radio communication module is configured to receive a received radio signal.” Ex. 1001, 18:5–7. The most natural reading of this language is that the phrase “received radio signal” is just a description of a radio signal that is received by the recited radio communications module. Petitioner has cited no persuasive evidence that one of ordinary skill in the art would have counterintuitively interpreted this language to impose an additional requirement that the “received radio signal” must have been received twice—a first time by some other component of the device, and a second time by the recited radio communication module. Accordingly, we determine that the proposed amendment does not improperly broaden claim scope.” slip op. at 10
- Disclosure Requirements (§112) › Definiteness (Nautilus)IndefiniteNot shown unpatentable
“572 U.S. 898 (2014). See Memorandum: Approach to Indefiniteness Under 35 U.S.C. § 112 in AIA Post-Grant Proceedings (Jan. 6, 2021).4 Under Nautilus, a claim is indefinite if fails to “inform those skilled in the art about the scope of the invention with reasonable certainty.” 572 U.S. at 910. We agree with Patent Owner that neither of the identified terms are indefinite. Regarding the term “low-altitude aircraft,” we determine the Specification provides a sufficient basis for understanding the scope and meaning of this term with reasonable certainty. The U.S. Court of Appeals for Federal Circuit has explained that, when a term of degree is recited in a claim, it is necessary “to determine whether the patent’s specification provides some standard for measuring that degree.” See Seattle Box Co. v. Indus. Crating & Packing, Inc., 731 F.2d 818, 826 (Fed. Cir. 1984); see also Datamize, LLC v. Plumtree Software, Inc., 417 F.3d 1342, 1350 (Fed. Cir. 2005) (“Some objective standard must be provided in order to allow the public to determine the scope of the claimed invention.”). Here, the Specification describes the related art as including “small UASs (e.g., aircrafts up to 25 pounds flying up to 500 ft of the low altitude airspace).” Ex. 1001, 1:50–52. One of ordinary skill in the art would understand from the Specification that the cited disclosure provides an objective standard for determining the scope of a low-altitude aircraft as one that is designed to fly up to a maximum altitude of about 500 feet.” slip op. at 20
- Skill levelSkill level petitioner adoptedDecided for petitioner
“In our Institution Decision, we adopted Petitioner’s proposal that one of ordinary skill in the art would have had the following qualifications: [E]ither (1) a Bachelor of Science in Mechanical Engineering, Electrical Engineering, Aerospace engineering, or an equivalent field, as well as at least 2 years of academic or industry experience in the aerospace, avionics, telecommunications, or electronic device manufacturing industry, or (2) at least four years of industry experience in any of the above industries. Paper 13, 5 (citing Pet. 21). Patent Owner has not disputed this formulation; thus, we adopt it for purposes of this Decision. See Paper 13, 10–11 n. 8.” slip op. at 23
§ 103 obviousness§ 112 disclosurecites Graham · NautilusPatents in suitUS 10,713,959 - Medivis, Inc. v. Novarad Corp.Some claims unpatentablePTAB · Oct 1, 2026 · IPR2023-00042 · APJ Scott Raevsky · IPR · Remand
Claims 1–6, 11, and 20 are unpatentable as obvious over Doo and Amira; claims 12–19 were not shown unpatentable because the asserted tissue properties were not shown in Amira.
RulingsRemand decision- RemandOther
“Federal Circuit. The court issued its decision in Medivis, Inc. v. Novarad Corp., No. 2024-1794, 2026 WL 587294 (Fed. Cir. Mar. 3, 2026) (“Medivis”) (Paper 40),1 affirming-in-part, reversing-in-part, and remanding our Final Written Decision (Paper 35) for further proceedings. In its opinion, the Federal Circuit reversed our “determination of no motivation to combine Doo and Amira” and remanded for further proceedings to evaluate whether claims 1–6 and 11–20 (“the Remanded Claims”) of U.S. Patent No. 11,004,271 B2 (“the ’271 patent,” Ex. 1001) are unpatentable in view of Petitioner’s obviousness challenge over Doo and Amira. Medivis, slip op. at 9–10. We have jurisdiction under 35 U.S.C. § 6(b). We issue this Final Written Decision on Remand pursuant to 35 U.S.C. §§ 144, 318 and 37 C.F.R. § 42.73 in an inter partes review involving Medivis, Inc. (“Petitioner”) and Novarad Corp. (“Patent Owner”). For the reasons discussed below, after considering the entirety of the record in light of the Federal Circuit’s directives in Medivis, we hold that Petitioner has demonstrated, by a preponderance of the evidence, that claims 1–6, 11, and 20 are unpatentable; however, Petitioner has not demonstrated, by a preponderance of the evidence, that claims 12–19 are unpatentable.” slip op. at 2
- Skill levelSkill level petitioner adoptedDecided for petitioner
“We adopt Petitioner’s proposed level of skill, except that we excise part of Petitioner’s definition to produce the following modified version: 4 Throughout this decision, we eliminate the parties’ italicization of reference names from quotations without noting “emphasis omitted.” 5 Doo, WO 2015/164402 A1, published October 29, 2015 (Ex. 1008). 6 Excerpt of Amira 5 User’s Guide, title through Chapter 2 (Visual Imaging 2009) (Ex. 1005). engineering, or a related field with several years of experience in the design, development, and study of augmented reality devices and . . . familiarity with conventional medical imaging data and visualization of data for medical procedures . . . . Our edit removes the alternative of “working with a team including someone with such familiarity” because one’s role in a team may be tangential to their personal experience with medical imaging. Regardless, had we adopted Petitioner’s original definition, our decision would not have changed.” slip op. at 6
- Claim Construction › Intrinsic evidence (Phillips canons) › Plain and ordinary meaning to a POSITATerm construed petitioner constructionDecided for petitioner
“We agree with Petitioner that the term “3D slices” has no apparent connection to the phrase “direct volume rendering.” Patent Owner’s argument appears to be that DVR “requires an image of the entire anatomical volume that is neither feature-specific nor segmented, [which] would seemingly require that all inner layers be displayed.” Reply 4; see Sur-reply 6–10 (not disputing Petitioner’s characterization). But, as Petitioner notes, the specification directly undermines this by teaching “display [of] a slice of the 3D data instead of a volume of the 3D data.” See Reply 4 n.2 (quoting Ex. 1001, 5:34–35). In other words, to the extent DVR would depict an image of the entire anatomical volume, displaying 3D slices “instead of a volume of the 3D data” implies the opposite of DVR. Even if “3D slices” somehow implied DVR, Patent Owner’s position is still untenable. Claim 1 does not recite “3D slices.” Instead, claim 1 recites “3D data” and “inner layers.” Ex. 1001, 18:54–65. Patent Owner fails to clarify the relationship between “slices,” “3D data,” and “layers,” and its expert even admits that slices and layers are two different things. See PO Resp. 13; Ex. 1022, 32:7–16 (agreeing that the words “slice” and “layer” are not “synonyms”), cited in Reply 4. We also agree with Petitioner that dependent claim 3 distinguishes slices and layers by reciting “slices of the projected inner layer.” Reply 4 (quoting Ex. 1001, 19:3–10). Thus, even if 3D slices somehow implied DVR, the language of claim 1 does not support limiting the claim this way.” slip op. at 12
- Novelty / Anticipation (§102) › Prior-art status of a reference › Printed publication / public accessibilityPrinted publication establishedDecided for petitioner
“The determination of whether a document was publicly accessible “involves a case-by-case inquiry into the facts and circumstances surrounding the reference’s disclosure to members of the public.” Medtronic, Inc. v. Barry, 891 F.3d 1368, 1380 (Fed. Cir. 2018). For instance, courts routinely rely on the Wayback Machine to determine when a reference was first made available to the public. Valve Corp. v. Ironburg Inventions Ltd., 8 F.4th 1364, 1374 (Fed. Cir. 2021) (“District courts have taken judicial notice of the contents of webpages available through the Wayback Machine ‘as facts that can be accurately and readily determined from sources whose accuracy cannot reasonably be questioned.’”). We disagree with Patent Owner’s argument that “Medivis cannot rely on additional prior art”—Exhibits 1023 and 1024—“that was submitted after its Petition to carry its burden without leave from the Board.” Sur-reply 4. As Patent Owner did not file a motion to exclude these exhibits, we decline Patent Owner’s invitation to disregard them. We also find Petitioner’s Reply argument proper because it directly responds to Patent Owner’s contention that Petitioner did not prove the public accessibility of Amira. See Chamberlain Grp., Inc. v. One World Techs., Inc., 944 F.3d, 919, 925 on issues previously raised.”). Petitioner’s Reply argument appropriately elaborates on the Petition’s contention that Amira was publicly accessible. Patent Owner also does not dispute the substance of Petitioner’s evidence. For example, Patent Owner does not address the substance of Mr. Frank-White’s declaration. We find that this evidence, including Mr. Frank- White’s declaration testimony, persuasively supports the public availability of Amira as of the date shown in the Wayback Machine URL. See Ex. 1024.” slip op. at 22
Patent outcomesUS 11,004,271 mixedClaim construction§ 102 anticipation§ 103 obviousnesscites PhillipsPatents in suitUS 11,004,271 - Google LLC v. Withrow Networks Inc.All claims unpatentablePTAB · Sep 25, 2026 · IPR2025-00775 · APJ Justin T Arbes · IPR · Final written decision
Claims 1–9 are unpatentable as obvious over each of the five asserted §103 grounds, including Carmel with Mattavelli and Carmel with Wang.
RulingsFinal written decision- Skill levelSkill level petitioner adoptedDecided for petitioner
“Petitioner argues that at the relevant time of the invention claimed in the ’849 patent (April 2005),2 a person of ordinary skill in the art would have had “at least a bachelor’s degree in computer science, computer engineering, electrical engineering, or an equivalent field requiring learning computation principles, and two years of work experience in networking or streaming media systems, particularly audio and video, over the Internet,” where “[a]dditional education could compensate for less practical experience and vice versa.” Pet. 5–6 (citing Ex. 1002 ¶¶ 18–23). In the Decision on Institution, the Board agreed with and applied Petitioner’s proposed definition. Dec. on Inst. 9–11. Patent Owner proposes a very similar definition of “a bachelor’s degree in electrical engineering, computer engineering, computer science, or a related field, and two to three years of experience in the design or development of (1) video processing systems, audio processing systems, and/or the equivalent; and (2) networking and communications systems, or the equivalent,” where “[a]dditional graduate education could substitute for professional experience, or significant experience in the field could substitute for formal education.” PO Resp. 23 2 Petitioner states that it “uses [the earliest possible priority date of April 18, 2005] as the priority date of the challenged claims.” Pet. 6. Patent Owner agrees that the “earliest effective filing date” of the challenged claims is April 18, 2005. PO Resp. 19. The ’849 patent is expired. See Ex. 1001, codes (63), (*); Paper 8, 33. would be the same under either level” of ordinary skill in the art. Id. Based on the full record developed during trial, including our review of the ’849 patent and the types of problems and solutions described in the ’849 patent and cited prior art, we maintain the previously adopted definition of the level of ordinary skill in the art, but remove the term “at least” to avoid unnecessary ambiguity. Our analysis herein, however, would be the same under either party’s proposed definition.” slip op. at 7
- Claim Construction › Threshold & procedure › Whether a term needs construction (O2 Micro)No construction neededNot reached
“37 C.F.R. § 42.100(b). Petitioner states in the Petition that it “does not presently contend that any term requires express construction.” Pet. 6. Patent Owner “does not believe any terms of the ’849 [p]atent require express constructions for purposes of” this proceeding. PO Resp. 24; Sur-Reply 11. The Board did not interpret any terms in the Decision on Institution. Dec. on Inst. 8. We agree that no terms require express interpretation to determine whether Petitioner has met its burden to prove unpatentability of the challenged claims. See Nidec Motor Corp. v. Zhongshan Broad Ocean Motor Co., 868 F.3d 1013, 1017 (Fed. Cir. 2017) (“Because we need only construe terms ‘that are in controversy, and only to the extent necessary to resolve the controversy,’ we need not construe” slip op. at 8
- Obviousness (§103) › Motivation to combine / reasonable expectation of successMotivation foundReasonable expectation foundUnpatentable
“Finally, Petitioner explains in detail why and how a person of ordinary skill in the art would have had reason to combine the teachings of Carmel and Mattavelli, with a reasonable expectation of success. See Pet. 50–55. Specifically, an ordinarily skilled artisan would have modified Carmel’s system to use “Mattavelli’s CGD techniques to optimize the decoding of in more efficient network bandwidth usage and improved playback of multimedia data streams. Id. at 50, 52–53, 55. Petitioner contends that Carmel and Mattavelli are both directed to processing multimedia data playback “for the appreciation of a user,” while providing the highest perceived audio and video output quality possible in view of system constraints to ensure playback continuity. Id. at 50–51 (citing Ex. 1003, 7:35–49, 10:48–54, 11:9–18, Figs. 3D, 6B; Ex. 1004, 2309–10). Petitioner argues that Carmel and Mattavelli both pertain to compression of multimedia data using well-known coding and compression standards for video streaming. Id. at 51 (citing Ex. 1003, 7:25–26, 11:24–52; Ex. 1004, 2309–11). Petitioner further asserts that a person of ordinary skill in the art would have appreciated that Carmel and Mattavelli “complement[]” each other because Carmel addresses constraints on available network bandwidth and Mattavelli addresses limits on available processing resources at the client/multimedia player. Pet. 52 (citing Ex. 1003, code (57), 7:36–41; Ex. 1004, 2309–2312). According to Petitioner, an ordinarily skilled artisan would have been motivated to combine the complementary teachings in Carmel and Mattavelli to create a more robust streaming system that addresses both bandwidth constraints and client processing limits to provide the best possible playback experience. Id. (citing Ex. 1002 ¶¶ 212–215). Petitioner also contends that Mattavelli teaches that merely optimizing transmission bandwidth is not sufficient and is potentially harmful, which provides an express motivation to combine Carmel’s and Mattavelli’s complementary teachings to ensure that different, related links in the streaming playback chain are optimized together. Id. at 53 (citing Ex. 1002 express disclosure that would have motivated a person of ordinary skill in the art to incorporate Mattavelli’s complementary teachings regarding decoding because Carmel states that multimedia playback is achieved “preferably with only a minimal necessary transmission and decoding delay.” Id. at 53–54 (quoting Ex. 1003, 10:50–54; citing Ex. 1002 ¶ 218). Patent Owner in its Response does not dispute that Carmel and Mattavelli teach the preamble and limitations 1[a.i]–1[c.i], or that a person of ordinary skill in the art would have been motivated to combine the references’ teachings in the manner asserted by Petitioner.6 Nonetheless, the burden remains on Petitioner to demonstrate unpatentability. Dynamic Drinkware, 800 F.3d at 1378 (discussing the burden of proof in inter partes review). Having reviewed Carmel and Mattavelli, on the complete trial record, we agree with Petitioner’s analysis, as supported by the testimony of” slip op. at 22
Patent outcomesUS 10,771,849 unpatentableClaim construction§ 103 obviousnesscites KSR · GrahamPatents in suitUS 10,771,849 - PTAB · Oct 2, 2025 · IPR2025-00673 · APJ Michael R Zecher · IPR · Institution
The Board instituted IPR on claims 1–7 and all petitioned grounds, finding a reasonable likelihood that Amazon would show at least one claim unpatentable over Shin and Aoyama.
RulingsInstitution decision- PTAB / AIA Trials › Institution threshold (reasonable likelihood / more likely than not)InstitutedInstituted
“shown that there is a reasonable likelihood that it would prevail in demonstrating at least one of claims 1–7 of the ’675 patent is unpatentable. We begin our analysis with the principles of law that generally apply to an asserted ground based on obviousness, we then assess the level of skill in the art, next we provide brief overviews of Shin and Aoyama, and then we address the parties’ contentions with respect to independent claims 1, 6, and 7.” slip op. at 11
- Skill levelSkill level petitioner adoptedDecided for petitioner
“time it was made, we consider the level of ordinary skill in the pertinent art at the time of the invention. Graham, 383 U.S. at 17. “The importance of resolving the level of ordinary skill in the art lies in the necessity of maintaining objectivity in the obviousness inquiry.” Ryko Mfg. Co. v. Nu-Star, Inc., 950 F.2d 714, 718 (Fed. Cir. 1991). The “person having ordinary skill in the art” is a hypothetical construct, from whose vantage point obviousness is assessed. In re Rouffet, 149 F.3d 1350, 1357 (Fed. Cir. 1998). Factors pertinent to a determination of the level of ordinary skill in the art include “(1) the educational level of the inventor; (2) type of problems encountered in the art; (3) prior art solutions to those problems; (4) rapidity with which innovations are made; (5) sophistication of the technology; and (6) educational level of active workers in the field.” Env’t Designs, Ltd. v. Union Oil Co. of Cal., 713 F.2d 693, 696 (Fed. Cir. 1983) (citing Orthopedic Equip. Co. v. All Orthopedic Appliances, Inc., 707 F.2d 1376, 1381–82 (Fed. Cir. 1983)). “Not all such factors may be present in every case, and one or 4 At this stage in the proceeding, SoundClear does not present arguments or evidence of secondary considerations. See Prelim. Resp. more of these or other factors may predominate in a particular case.” Id. at 696–97. Relying on the testimony of Dr. Stern, Amazon argues the following: [a] person of ordinary skill in the art . . . would have had a minimum of a bachelor’s degree in computer engineering, computer science, electrical engineering, or a similar field, and approximately two years of industry or academic experience in a field related to controlling the audio output of electronic devices. Work experience could substitute for formal education and additional formal education could substitute for work experience. Pet. 7 (citing Ex. 1002 ¶¶ 28–32). In the Preliminary Response, SoundClear does not address Amazon’s assessment of the level of skill in the art. See Prelim. Resp. At this stage of the proceeding, we adopt Amazon’s uncontested assessment of the level of skill in the art because (1) it is consistent with the ’675 patent and the asserted prior art; and (2) it is supported by the testimony of Dr. Stern.” slip op. at 12
- Obviousness (§103) › Motivation to combine / reasonable expectation of successMotivation foundReasonable expectation foundInstituted
“arguments and evidence for purposes of institution that would support determining that a person of ordinary skill in the would have been motivated to combine the teachings of Shin and Aoyama. As one example, Amazon contends that the proposed combination is merely the addition of one known element (i.e., “Aoyama’s natural language processing and information retrieval”) to another known element (i.e., “Shin’s voice processing and response device”) to obtain predictable results (i.e., “identifying a user’s intent and providing information responsive to such intent”). Pet. 19–20 (citing KSR, 550 U.S. at 417; Ex. 1002 ¶ 83). As another example, Amazon contends the proposed combination also represents the addition of one known element (i.e., “Aoyama’s word replacement” feature) to another known element (i.e., “Shin’s distance-based content abbreviation/simplification”) to obtain predictable results (i.e., “using word replacement to simply content for distant users”). Id. at 25–26 (citing KSR, 550 U.S. at 417; Ex. 1002 ¶ 100). Amazon also presents sufficient arguments and evidence for purposes of institution that would support determining there is a reasonable expectation of success in making the proposed combination. Id. at 20 (citing Ex. 1002 ¶ 84), 27–28 (citing Ex. 1002 ¶ 102; Ex. 1011 ¶¶ 97, 98 Fig. 7). To the extent SoundClear argues that Amazon is required to identify a problem a person of ordinary skill in the art would have sought to solve when combining the teachings of Shin and Aoyama, we do not agree. See Prelim. Resp. 31–32. This line of argument runs contrary to the principles of law articulated in KSR. In KSR, the Supreme Court emphasized “an expansive and flexible approach” to an obviousness evaluation. KSR, 550 U.S. at 415; see also Jazz Pharm., Inc. v. Amneal Pharm., LLC, 895 F.3d 1347, 1363 (Fed. Cir. 2018) (“KSR did not impose a rigid requirement to identify . . . a problem to be solved in the art . . . .”). The Supreme Court stated that, “[o]ften, it will be necessary for a court to look to interrelated teachings of multiple patents,” amongst other things, “to determine whether there was apparent reason to combine the known elements in the fashion claimed by the patent at issue.” KSR, 550 U.S. at 418. Moreover, the Supreme Court explained that, “[u]nder the correct analysis, any need or problem known in the field of endeavor at the time of invention and addressed by the patent can provide a reason for combining the elements in the manner claimed.” Id. at 420.” slip op. at 26
- Expert testimonyPetitioner expert creditedDecided for petitioner
“Based on the preliminary record, we discern no deficiency in Amazon’s characterizations of Shin, Aoyama, or the general background knowledge in the art. In addition, for purposes of institution, we are persuaded by Dr. Stern’s testimony concerning the relevant disclosures in Shin and Aoyama. At this stage of the proceeding, SoundClear argues that Shin does not teach limitations 1[b]—“a voice classifying unit configured 1[b][i] to calculate a distance between the user and the output-content control device by a proximity sensor 1[b][ii] to classify the voice into either a first voice or a second voice based on the calculated distance.” See Prelim. Resp. 19–22. a. Limitations 1[b]—“a voice classifying unit configured to 1[b][i] calculate a distance between the user and the output-content control device by a proximity sensor to 1[b][ii] classify the voice into either a first voice or a second voice based on the calculated distance” In the Preliminary Response, SoundClear contends that Shin fails to teach voice classification because “Shin is incapable of distinguishing [between] multiple voices.” Prelim. Resp. 21. More specifically, SoundClear argues that Shin cannot teach classifying a voice into a first voice or second voice because “Shin never refers to a ‘first user’ or ‘second user’ or ‘multiple users.’” Id. (citing Ex. 1003 generally); see also id. at 26– 27 (arguing that Amazon misstates the record because Shin never discloses a “first voice” nor a “second voice”). Instead, SoundClear asserts that Shin only contemplates a single user (i.e., user 10) when calculating the distance between the user and an electronic device (e.g., Shin’s electronic device 100). Id. at 21–22 (citing Ex. 1003 ¶¶ 37, 38). Based on the preliminary record, Amazon presents sufficient evidence that would support a finding that Shin teaches “a voice classifying unit configured to calculate a distance between the user and the output-content control device by a proximity sensor to classify the voice into either a first voice or a second voice based on the calculated distance.” Pet. 10–14. Shin discloses that “processor 120 may determine an output scheme of corresponding content based on a distance between a user and the electronic device 101.” Ex. 1003 ¶ 53. Shin’s processor 120 accomplishes this distance calculation by using distance detection module 180, which may include various sensors, such as a proximity sensor. Id. ¶ 66; see also id. ¶ 153 (disclosing an embodiment where electronic device 901 includes sensor module 940, which, in turn, includes proximity sensor 940G). Shin’s Table 3 illustrates how the distance between the user and electronic device 101 determines the output scheme. Id. ¶ 86, Table 3. For instance, Shin’s Table 3 illustrates classifying the user’s voice input as a “first voice” when the distance between the user and electronic device 101 is between 1 to 2 meters, and classifying the user’s voice input as a “second voice” when the distance between the user and electronic device 101 is less than 1 meter. Id. ¶¶ 86, 87, Table 3.” slip op. at 23
§ 103 obviousnesscites KSR · GrahamPatents in suitUS 11,244,675 - Google LLC v. Withrow Networks Inc.InstitutedPTAB · Sep 29, 2025 · IPR2025-00775 · APJ Jason J Chung · IPR · Institution
The Board instituted IPR on claims 1–9 and all asserted grounds, finding a reasonable likelihood that at least one claim is unpatentable, including over Carmel and Mattavelli.
RulingsInstitution decision- PTAB / AIA Trials › Institution threshold (reasonable likelihood / more likely than not)InstitutedInstituted
“1. Principles of Law A claim is unpatentable under § 103 if the differences between the claimed subject matter and the prior art are such that the subject matter, as a whole, “would have been obvious at the time the invention was made to a person having ordinary skill in the art to which said subject matter pertains.” KSR Int’l Co. v. Teleflex Inc., 550 U.S. 398, 406 (2007). The question of obviousness is resolved on the basis of underlying factual determinations, including (1) the scope and content of the prior art; (2) any differences between the claimed subject matter and the prior art; (3) the level of skill in the art; and (4) when in evidence, objective indicia of obviousness or non-obviousness (i.e., secondary considerations, such as commercial success, long-felt but unsolved need, failure of others, etc.).5 Graham v. John Deere Co. of Kansas City, 383 U.S. 1, 17–18 (1966). We analyze the asserted grounds based on obviousness with the principles we identify above in mind.” slip op. at 9
- Skill levelSkill level petitioner adoptedDecided for petitioner
“Factors pertinent to a determination of the level of ordinary skill in the art include “(1) the educational level of the inventor; (2) type of problems encountered in the art; (3) prior art solutions to those problems; (4) rapidity with which innovations are made; (5) sophistication of the technology; and (6) educational level of active workers in the field.” Envtl. Designs, Ltd. v. Union Oil Co. of Cal., 713 F.2d 693, 696 (Fed. Cir. 1983) (citing Orthopedic Equip. Co. v. All Orthopedic Appliances, Inc., 707 F.2d 1376, 1381–82 (Fed. Cir. 1983)). “Not all such factors may be present in every case, and one or more of these or other factors may predominate in a particular case.” Id. at 696–97. Relying on the testimony of Dr. Polish, Google argues the following: [a] person of ordinary skill in the art . . . would have possessed at least a bachelor’s degree in computer science, computer engineering, electrical engineering, or an equivalent field requiring learning computation principles, and two years of work experience in networking or streaming media systems, particularly audio and video, over the Internet. Additional education could compensate for less practical experience and vice versa.” slip op. at 10
- Claim Construction › Threshold & procedure › Whether a term needs construction (O2 Micro)No construction neededNot reached
“In the Petition, Google states that it “does not presently contend that any [claim] term requires express construction.” Pet. 6. In response, Withrow acquiesces; in particular, Withrow argues “the Board need not construe any terms of the ’849 Patent. Petitioner does not contend any [claim] terms require express construction.” Prelim. Resp. 13 (citing Pet. 6). Based on the preliminary record, there is no readily discernible controversy between the parties that requires us to construe any claim terms at this time. See, e.g., Nidec Motor Corp. v. Zhongshan Broad Ocean Motor Co., 868 F.3d 1013, 1017 (Fed. Cir. 2017) (noting that “we need only construe terms ‘that are in controversy, and only to the extent necessary to resolve the controversy’” (quoting Vivid Techs., Inc. v. Am. Sci. & Eng’g, Inc., 200 F.3d 795, 803 (Fed. Cir. 1999))).” slip op. at 8
- Obviousness (§103) › Motivation to combine / reasonable expectation of successMotivation foundInstituted
“Turning to rationale to combine, Google contends that Carmel and Mattavelli are both directed to processing multimedia data playback “for the appreciation of a user,” while providing the highest perceived audio and video output quality possible in view of system constraints to ensure playback continuity. Pet. 50–51 (citing Ex. 1003, 10:48–54, 11:9–18, 7:35– 49, Figs. 3D, 6B; Ex. 1004, 2309, 2310). Google argues that both Carmel and Mattavelli pertain to compression of multimedia data using well-known coding and compression standards for video streaming. Pet. 51 (citing Ex. 1003, 7:25–26, 11:24–52; Ex. 1004, 2309–2311). Google argues a PHOSITA would appreciate both Carmel and Mattavelli complement each other because Carmel pertains to addressing constraints to available network bandwidth, whereas Mattavalli relates to addressing limits on available processing resources at the client/multimedia player. Pet. 52 (citing Ex. 1003, Abstract, 7:36–41; Ex. 1004, 2309–2312). Google argues that a PHOSITA would have been motivated to combine the complementary teachings in Carmel and Mattavelli to create a more robust streaming system that addresses both bandwidth constraints and client processing limits to provide a best possible playback experience. Pet. 52 (citing Ex. 1002 ¶¶ 212–215). Google argues that Mattavelli teaches merely optimizing transmission bandwidth is not sufficient and is potentially harmful, which provides an express motivation to combine Carmel’s and Mattavelli’s complementary teachings to ensure that different, related links in the streaming playback chain are optimized together. Pet. 53 (citing Ex. 1002 ¶¶ 216–217; Ex. 1004, 2310). In addition, Google argues Carmel contains an express disclosure that would have motivated a PHOSITA to combine Carmel with Mattavelli’s complementary teachings because Carmel states that multimedia playback is achieved “preferably with only a minimal necessary transmission and decoding delay.” Pet. 53–54 (citing Ex. 1002 ¶ 218; Ex. 1003, 10:50–54). Withrow does not specifically respond to these arguments, except for limitations 1[c.ii] and 1[c.iv] discussed infra. See generally Prelim. Resp. Nonetheless, the burden of persuasion remains on Petitioner to demonstrate unpatentability. See Dynamic Drinkware, LLC v. Nat’l Graphics, Inc., 800 F.3d 1375, 1378 (Fed. Cir. 2015). Based on the preliminary record, we discern no deficiency in Google’s characterizations of Carmel, Mattavelli, or the general background knowledge in the art. In addition, for purposes of institution, we are persuaded by Dr. Polish’s testimony concerning the relevant disclosures in Carmel and Mattavelli.” slip op. at 22
Claim construction§ 103 obviousnesscites KSR · GrahamPatents in suitUS 10,771,849 - Cisco Systems, Inc. v. Umbra Technologies Ltd.No claims unpatentablePTAB · Aug 28, 2025 · IPR2024-00270 · APJ Gregg I Anderson · IPR · Final written decision
Claims 15–20 were not shown unpatentable because Hankins did not teach limitation 15.3; claims 1–14 were disclaimed.
RulingsFinal written decision- Skill levelSkill level petitioner adoptedDecided for petitioner
“Patent Owner does not dispute Petitioner’s proposal of the level of ordinary skill in the art. PO Resp. 6. Petitioner’s proposal is supported by the Reddy Declaration and is consistent with the ’595 patent and the asserted prior art. Accordingly, we apply Petitioner’s articulation in our obviousness evaluation below.” slip op. at 14
- Claim Construction › Threshold & procedure › Whether a term needs construction (O2 Micro)No construction neededOther
“B. Claim Construction Beyond plain and ordinary meaning, Petitioner does not propose any term for claim construction. Pet. 13. Patent Owner does not argue any claim construction issue. See generally PO Resp. The argument and evidence provided by the parties regarding limitation 15.3 is dispositive. See Section II.E. below. Our analysis of limitation 15.3 does not turn on any claim construction question. Id. Accordingly, we do not need to construe any claim term. See Nidec Motor Corp. v. Zhongshan Broad Ocean Motor Co., 868 F.3d 1013, 1017 (Fed. Cir. 2017) (noting that “we need only construe terms ‘that are in controversy, and only to the extent necessary to resolve the controversy’” (quoting Vivid Techs., Inc. v. Am. Sci. & Eng’g, Inc., 200 F.3d 795, 803 (Fed. Cir. 1999))). We apply the plain and ordinary meaning of all claim terms, as would have been understood by a person of ordinary skill in the art, in the context of the ’595 patent.” slip op. at 14
- Adverse judgmentAdverse judgmentOther
“D. Claims 1–14 as Obvious Over Kommula As already noted, Patent Owner has disclaimed claims 1–14. Ex. 3001. We do not analyze claims 1–14 as the challenge is mooted by the filing of the Statutory Disclaimer.” slip op. at 15
- BurdenNot shown unpatentable
“350 receiving a request for a listing of “services” from a gateway device and provisioning one or more tunnel servers has not been shown to teach generating “a list of available servers.” There is no persuasive evidence to support Petitioner’s assertion. Petitioner relies on unsupported argument because, at best, Hankins discloses gateway devices 311 and 321, each of which is located in different logical broadcast domains, requesting services from one another. Ex. 1005, 12:9–16. This particular disclosure, however, does not appear to implicate the functionality of Hankins’s controller 350, much less result in controller 350 generating a list of available tunnel servers that would allow gateway devices 311 and 312 to exchange a listing of “services” therebetween. Petitioner’s reliance on Hankins’s controller 350 provisioning additional tunnel servers both to improve performance and without human intervention fares no better. Ex. 1005, 25:45–55. There is no indication in Hankins that this provisioning performed by controller 350 is done in response to receiving a request for a list of available tunnel servers from either gateway device 311 or 312.” slip op. at 20
Patent outcomesUS 11,108,595 not shown unpatentableClaim construction§ 103 obviousnesscites KSR · GrahamPatents in suitUS 11,108,595 - Nuvei Technologies, Inc. v. Autoscribe CorporationInstitution deniedPTAB · Jun 12, 2025 · IPR2025-00089 · APJ Michael R Zecher · IPR · Institution
The Board denied institution because Nuvei did not show a reasonable likelihood that claims 1–27 would have been obvious over either asserted combination.
RulingsInstitution decision- PTAB / AIA Trials › Institution threshold (reasonable likelihood / more likely than not)Institution denied meritsInstitution denied
“providing” negative limitation of independent claim 1, and the similar negative limitations of independent claims 8, 15, 23, and 25. Accordingly, Nuvei has not shown a reasonable likelihood that it would prevail on its assertions that the subject matter of independent claims 1, 8, 15, 23, and 25 would have been obvious over the combined teachings of Stringfellow and Kloster.” slip op. at 25
- Skill levelSkill level petitioner adoptedDecided for petitioner
“the art “would have had at least (1) an undergraduate degree in electrical engineering, computer engineering, computer science, or comparable field of study, and (2) at least two years’ experience working with and programming networked computer systems.” Pet. 9 (citing Ex. 1005 ¶ 36). Nuvei also argues that “[a]dditional education might substitute for some experience, and vice versa.” Id. In the Preliminary Response, Autoscribe does not address the level of skill in the art. See Prelim. Resp. Accordingly, for purposes of this Decision, we adopt Nuvei’s proposed assessment of the level of ordinary skill in the art because it is consistent with both the ’621 patent and the asserted prior art, and it is supported by the testimony of Dr. Almeroth.” slip op. at 13
- Expert testimonyPetitioner expert discountedDecided for patent owner
“The supporting testimony from Nuvei’s declarant, Dr. Almeroth, on these issues fare no better. Dr. Almeroth provides no additional explanation beyond the arguments and evidence presented in the Petition to support Nuvei’s assertion that Kloster does not provide the payment data token to the payer during its token retrieval functions. See Ex. 1005 ¶ 100.” slip op. at 24
- Obviousness (§103) › Motivation to combine / reasonable expectation of successNot reached
“argument that Kloster does not teach the “without providing” negative limitation required by each independent claim. Nuvei appears to contend that Kloster teaches this limitation in two different ways—namely, through either a “call back URL” or “API calls by the merchant.” Pet. 50–51 (emphasis omitted) (quoting Ex. 1008 ¶¶ 15, 23) (citing Ex. 1008 ¶ 24). We address Nuvei’s contentions in turn.” slip op. at 21
§ 103 obviousnesscites KSR · GrahamPatents in suitUS 11,620,621 - Align Technology, Inc. v. Dental Monitoring SASAll claims unpatentablePTAB · Apr 16, 2025 · IPR2024-00110 · APJ Kara L Szpondowski · IPR · Final written decision
Claims 1, 2, and 4–6 are unpatentable as obvious over Kim, Invisalign, and Salah.
RulingsFinal written decision- Skill levelSkill level board ownDecided for petitioner
“The parties agree that the proposed levels of ordinary skill in the art are “not materially different.” PO Resp. 4; Reply 2. The difference, essentially, is that Patent Owner more explicitly describes the members on the interdisciplinary team, and argues that it would be necessary to consult with such individuals, particularly with persons experienced in dentistry or orthodontics, whereas Petitioner’s proposal states that one “could” consult with such individuals. However, Patent Owner’s argument that it would be necessary for a person of ordinary skill in the art to consult with an individual having experience in dentistry and/or orthodontics is narrower than Patent Owner’s proposed level of skill in the art, which describes “individuals familiar with medical imaging, dental imaging, dentistry, and/or orthodontics.” PO Resp. 4 (emphasis omitted, emphasis added). Neither party presents any argument explaining how the differences in the respective educational backgrounds and work experience in the proposed definitions affect the dispute. Having considered the parties’ respective arguments and the evidence of record, we adopt a modified version of the parties’ proposals, and determine for purposes of this Decision that a person of ordinary skill in the art would have an advanced degree, such as a Masters’ Degree or Ph.D. in computer science, computer engineering, electrical engineering, or a related field, with at least two years of work in computer vision, image analysis, medical imaging, or related areas. Further, a person of ordinary skill in the art could have less education but significant professional experience in one or more of these fields, and could be a member of an interdisciplinary team which would have included individuals familiar with medical imaging, dental imaging, dentistry, and/or orthodontics.” slip op. at 10
- Expert testimonyPetitioner expert creditedDecided for petitioner
“We are satisfied that Dr. Foroosh qualifies as a person of ordinary skill in the art. First, Dr. Foroosh has the required educational background, with, for example, a Bachelor of Science in Electrical Engineering, a Master of Science in Electrical Engineering, a Master of Science in Computer Science and Engineering, and a Ph.D in Computer Science. Ex. 1003, 7; Ex. 1002 ¶ 3. Second, Dr. Foroosh has the required work experience, with, for example, research in machine learning, deep learning, and neural networks, image and video processing and analysis, and computer vision. Ex. 1003, 2, 4–8; see also id. at 9–13 (list of projects), 14–29 (list of publications), 32 (list of interdisciplinary research); Ex. 1002 ¶¶ 2–5 (describing work experience), 6–9 (describing research experience). Dr. Foroosh has also been part of interdisciplinary research efforts including those relating to the medical or dental fields, such as, research on the intersection of computer vision and augmented reality in medical and surgical interventions. Ex. 1003, 32; Ex. 1002 ¶ 12. Dr. Foroosh describes a research project, Modeling and Visualization of Muscoloskeletal Structures in Dental CT-Scan (2006–2007), where he “developed algorithms for [threedimensional (‘3D’)] registration, modeling and visualization of maxilla and mandible of patients for dental surgery using Computer Aided Tomography (CAT) scanning.” Ex. 1002 ¶ 6. He describes another project for the National Science Foundation, which “was directed to the registration/alignment of dental CT scans of patients over a period of time during the treatment of a patient, with the purpose of improving the quality of 3D models, e.g., corrections and noise removal in 3D CT scans.” Id. ¶ 7. He was also a co-author on Alignment of Maxillofacial CT Scans to Stone- Cast Models Using 3D Symmetry for Backscattering Artifact Reduction, Proceedings of Medical Image Understanding and Analysis Conference (MIUA) (2006), and an adviser for a dissertation directed to “Sub-pixel Registration in Computational Imaging and Applications to Enhancement of Maxillofacial CT Data,” which “focused on registration and alignment of 2D images and 3D digitized data obtained by dental CT scans and dental imprints of a patient.” Id. ¶¶ 8, 9. Although Dr. Foroosh is not a dentist or orthodontist, we determine that the breadth of his background, as fully set forth in Exhibit 1003, qualifies him to provide testimony from the perspective of a person of ordinary skill in the art. In short, we agree with Petitioner that Dr. Foroosh has “ample experience with medical and dental imaging,” as set forth above. Reply 2 (citing Ex. 1002 ¶¶ 6–9; Ex. 1003, 14, 15, 21, 26, 32). Moreover, we are afforded broad discretion in assigning weight that is to be accorded expert testimony. See Yorkey v. Diab, 601 F.3d 1279, 1284 (Fed. Cir. 2010) (“[T]he Board was well within its discretion to give more credibility to [one expert over another] unless no reasonable trier of fact could have done so.”); see also CTPG6 34–36. In the analysis that follows, when applicable, we weigh the credibility of Dr. Foroosh’s testimony, including with respect to Patent Owner’s arguments regarding Dr. Foroosh’s testimony on the Invisalign reference, and provide our reasons therefore.” slip op. at 12
- Claim Construction › Threshold & procedure › Whether a term needs construction (O2 Micro)No construction neededNot reached
“proposed constructions. As there is no dispute between the parties, and after reviewing the complete record, we determine that express construction of “interior tooth outline,” “exterior tooth outline,” and “shape of an orthodontic aligner” is not necessary for purposes of this Decision. Further, Patent Owner does not dispute Petitioner’s interpretation of limitations 1(1) and 1(2), or Petitioner’s identification of the corresponding function and structure in limitation 1(3). We agree with Petitioner that step 2 of claim 1 recites a conditional limitation, that, if met, is not needed to be performed. See, e.g., Cybersettle, Inc. v. Nat’l Arbitration Forum, 243 F. App’x 603, 607 (Fed. Cir. 2007) (“It is of course true that methods steps may be contingent. If the condition for performing a contingent step is not satisfied, the performance recited by the step need not be carried out in order for the claimed method to be performed.”). This is supported by the Specification: In one embodiment, the dentition image is the aligner image. In other words, the same updated image makes it possible not only to see the aligner outline 28 but also to see the dentition outline 16, through the aligner (FIG. 3). This single image therefore makes it possible to compare aligner 20 and dentition outlines. Advantageously, readjustment step 2), described later, is not needed. Ex. 1001, 6:15–20 (emphasis added). Further construction of limitations 1(1) and 1(2) is not necessary for purposes of this Decision.” slip op. at 16
- Obviousness (§103) › Graham factors (scope of art, differences, level of skill)UnpatentableUnpatentable
“f) Conclusion Independent Claim 1 Therefore, we determine that, on the complete record, Petitioner has shown by a preponderance of the evidence that independent claim 1 would have been obvious over the combination of Kim, Invisalign, and Salah. 5. Remaining Claims Petitioner contends that the combination of Kim, Invisalign, and Salah teach the additional limitations of claims 2 and 4–6 and, in support, identifies certain passages and figures in the references and explains their significance with respect to the corresponding limitations. Pet. 34–46. Patent Owner does not separately challenge these contentions. See generally PO Resp. We have reviewed Petitioner’s contentions, which we find persuasive and adopt as our own. Therefore, we determine that Petitioner has also shown those claims to be unpatentable by a preponderance of the evidence. Id.” slip op. at 49
Patent outcomesUS 11,109,945 unpatentableClaim construction§ 103 obviousnesscites Phillips · KSR · GrahamPatents in suitUS 11,109,945 - PTAB · Feb 11, 2025 · IPR2024-01143 · APJ St John Courtenay III · IPR · Institution
The Board denied institution because Petitioner did not show a reasonable likelihood that claims 1–8 were unpatentable under any of its anticipation or obviousness grounds.
RulingsInstitution decision- PTAB / AIA Trials › Institution threshold (reasonable likelihood / more likely than not)Institution denied meritsDenied
“presented in the petition . . . and any response . . . shows that there is a reasonable likelihood that the petitioner would prevail with respect to at least 1 of the claims challenged in the petition.” 35 U.S.C. § 314(a) (2024).” slip op. at 2
- PTAB / AIA Trials › Discretionary denial › Fintiv (parallel litigation)Not reached
“Verizon Wireless, Ericsson Inc., and Nokia of America Corporation (collectively, “Petitioner”) filed a Petition (Paper 1, “Pet.”) requesting an inter partes review of claims 1–8 (“challenged claims”) of U.S. Patent No. 7,664,059 B2 (Ex. 1001, “the ’059 patent”). Innovative Sonic Limited (“Patent Owner”) filed a Preliminary Response (Paper 12, “Prelim. Resp.”). With our authorization, Petitioner filed a Preliminary Reply (Paper 13, “Prelim. Reply”) and Patent Owner filed a Preliminary Sur-reply (Paper 14, “Prelim. Sur-reply”), each of which is narrowly tailored to address Petitioner’s stipulation provided in response to Patent Owner’s arguments for discretionary denial under Apple Inc. v. Fintiv, Inc., IPR2020-00019, Paper 11 (PTAB Mar. 20, 2020) (Order Authorizing Supplemental Briefing on Discretionary Denial) (precedential), and the resulting impact of that stipulation.1” slip op. at 2
- Novelty / Anticipation (§102) › Anticipation standard (single reference, every element)Not shown unpatentableNot shown unpatentable
“the “[p]etition equates [3GPP-4.60-v860-Specification’s] variables ‘V(A)’ and ‘V(S)’ with the ’059 [p]atent specification’s ‘VT(A)’ and ‘VT(S)’, instead of mapping [3GPP-4.60-v860-Specification’s] variables to the claim language.” Prelim. Resp. 21-22 (citing Pet. 24–25 (citing Ex. 1002 ¶ 81)) (emphasis added). As noted above, anticipation of a patent claim requires a finding that the claim at issue “reads on” a prior art reference. See Atlas Powder, 190 F.3d at 1346. This requires Petitioner to read or “map” each limitation of claim 1 to the corresponding feature found in the 3GPP-4.60- v860-Specification. Petitioner has not done so here.” slip op. at 19
- Obviousness (§103) › Motivation to combine / reasonable expectation of successNot shown unpatentableMotivation not foundNot shown unpatentable
“As an initial matter, the U.S. Court of Appeals for the Federal Circuit guides that, “[e]ven when obviousness is based on a single prior art reference, there must be a showing of a suggestion or motivation to modify the teachings of that reference.” In re Kotzab, 217 F.3d 1365, 1370 (Fed. Cir. 2000). But here, we note the evidence relied upon to support Petitioner’s proposed motivation to modify the 3GPP-4.60-v860- Specification is found in paragraphs 98–100 of Dr. Hass’s declaration (Ex. 1002), which merely repeat the identical language from pages 33–35 of the Petition. We thus find this declaration evidence unpersuasive because it is conclusory, and it does not set forth a suggestion or motivation to modify the 3GPP-4.60-v860-Specification. Ex. 1002 ¶¶ 98–100.” slip op. at 27
Claim construction§ 102 anticipation§ 103 obviousnessDiscretionary denialcites Phillips · KSR · GrahamPatents in suitUS 7,664,059
Holdings, summaries, rulings, issues, outcomes, winners and claim constructions shown for a decision were generated by a large language model reading the opinion. They are a guide to the decision, not the decision. Confirm every one against the court's own text before relying on it. Outcomes read from the patent owner’s side. Party names are extracted from the decision and are missing on about 900 short Director denials and scans, which carry the trial number instead.