Upgrade to Pro — share decks privately, control downloads, hide ads and more …

SSII2025 [OS2] 新たなセンシングの潮流

SSII2025 [OS2] 新たなセンシングの潮流

More Decks by 画像センシングシンポジウム

Transcript

  1. ߴ଎ͳAIϞσϧਪ࿦ʹ޲͚ͯ ʙITLAB Πϯλʔϯγοϓ঺հʙ © DENSO IT LABORATORY,INC. All Rights Reserved.

    ࣗݾ঺հ DNN Model Compression Sparse Event/Video Processing Research Interests Sekikawa and Nagata, “TEGBP”, CVPR2023 Sekikawa+, “Bit-Pruning” ICLR2023 Sekikawa+, SAS, ICLR2024 2004- ܦࡁ࢈ۀলಛڐிɹ ➢ಛڐ৹ࠪ (Ҡಈମ௨৴) 2008- ΦϦϯύεΠϝʔδϯά ➢ແઢSW։ൃɹ ➢Χϝϥ঎඼اը 2012- σϯιʔΞΠςΟʔϥϘϥτϦ ➢2014 MITϝσΟΞϥϘ ➢2020 PhD@ܚጯେ ࡈ౻ݚɹ ➢2022 ౦޻େඇৗۈߨࢣ Sekikawa+, “EventNet”, CVPR2019 Career
  2. ߴ଎ͳAIϞσϧਪ࿦ʹ޲͚ͯ ʙITLAB Πϯλʔϯγοϓ঺հʙ © DENSO IT LABORATORY,INC. All Rights Reserved.

    ʰ௒ਓతͳࢹ֮ೝࣝʱͷඞཁੑ • ݱঢ়ɿը૾Λ࢖ͬͨೝࣝ͸AIͷਐԽʹΑΓʮਓؒͷࢹ֮ೝࣝ(+ݴޠ)ೝࣝʯΛ௒͑ͭͭ͋Δ • ՝୊ɿᶃਓؒϨϕϧͷਫ਼౓Ͱ͸ෆे෼ɹᶄܭࢉྔେ • ظ଴ɿʰRGBը૾Λ௒͑ͨηϯγϯάʱΛ׆༻ͨ͠௿ԋࢉͰਓؒΛେ෯ʹ௒͑Δࢹ֮(+ݴޠ)ೝࣝ Graph retrived from Stanford AI Index Image Classification (ImageNet) Visual Question Answering (VQA) >200%
  3. ߴ଎ͳAIϞσϧਪ࿦ʹ޲͚ͯ ʙITLAB Πϯλʔϯγοϓ঺հʙ © DENSO IT LABORATORY,INC. All Rights Reserved.

    ʰRGBը૾Λ௒͑ͨηϯγϯάʱ͕࣮ݱ͢Δੈք ʮRGBը૾Λ௒͑ͨηϯγϯάٕज़ʯ ▪ [ۭؒతͳ௒ӽ] LiDAR ▪ [࣌ؒతͳ௒ӽʯΠϕϯτΧϝϥ ▪ [εϖΫτϧతͳ௒ӽ] ଟ೾௕Χϝϥ • ݟ͑ͳ͔ͬͨ΋ͷ͕ೝࣝͰ͖Δ ▪ ʢྫɿ໷ؒɾѱఱީɺܗঢ়ɼ࿏໘ঢ়گɼߴ଎ର৅ʣ • গͳ͍ॲཧͰೝࣝͰ͖Δ ▪ ʢྫɿࡐྉࣝผɼτϥοΩϯάɼܗঢ়ೝࣝʣ
  4. ߴ଎ͳAIϞσϧਪ࿦ʹ޲͚ͯ ʙITLAB Πϯλʔϯγοϓ঺հʙ © DENSO IT LABORATORY,INC. All Rights Reserved.

    ߨԋऀ঺հ ˒ࣗಈӡసͷੑೳͱڞʹਐԽ͢ΔηϯγϯάσόΠε খીࠜ ୎ٛ ͞ΜʢιχʔηϛίϯμΫλιϦϡʔγϣϯζגࣜձࣾʣ ˒ΠϕϯτΧϝϥͷݚڀ঺հͱՄࢹޫ௨৴΁ͷԠ༻ ɹࣳ ৻ଠ࿕ ͞Μʢ΢ʔϒϯɾόΠɾτϤλגࣜձࣾʣ ˒ϚϧνʗϋΠύʔεϖΫτϧྖҬʹ͓͚Δߴ౓ͳը૾ࡱӨ͓Αͼॲཧٕज़ ੴݪ ৻ ͞Μʢࠃཱ৘ใֶݚڀॴʣ