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Beyond Explainable AI: Co-evolution of AI and H...

Hironobu Fujiyoshi
August 26, 2022
Research
0
290

Beyond Explainable AI: Co-evolution of AI and Humans

Artificial intelligence systems using deep learning have achieved image and speech recognition at performance levels on par with human beings. However, an issue is not being able to understand the basis on which a deep learning system determines its output. In this talk, we introduce Attention Branch Network (ABN), which outputs an attention map, an area that deep learning focuses on when determining inferential results. ABN is a deep learning network that can contribute to improving recognition performance while acquiring the attention mechanism. As application examples of ABN, we introduce ABN’s visual explanation of medical diagnosis decisions. Visualization of attention here means viewing the AI’s direction of attention. This technology holds great promise as an approach for interpreting the basis for decisions output by an AI system. We also discuss the next topic for AI, co-evolution of AI and humans.

Hironobu Fujiyoshi

August 26, 2022
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Transcript

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  7. w ("1DBVTFTEFDSFBTFPGSFDPHOJUJPOQFSGPSNBODF 1SPCMFNXJUIDMBTTBDUJWBUJPONBQQJOH Table 1. Classification error on the ILSVRC

    validation set. Networks top-1 val. error top-5 val. error VGGnet-GAP 33.4 12.2 GoogLeNet-GAP 35.0 13.2 AlexNet∗-GAP 44.9 20.9 AlexNet-GAP 51.1 26.3 GoogLeNet 31.9 11.3 VGGnet 31.2 11.4 AlexNet 42.6 19.5 NIN 41.9 19.6 GoogLeNet-GMP 35.6 13.9 Table 3. Localization e weakly- and fully- supe Method GoogLeNet-GAP (he GoogLeNet-GAP Backprop [23] GoogLeNet [25] OverFeat [22] AlexNet [25] 4. Deep Features *NBHF/FU%BUBTFU WBMJEBUJPO  'FBUVSFNBQ 0VUQVU

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    ʜ 001 002 003 004 005 006 007 008 009 010 011 012 013 014 015 016 017 018 019 020 021 022 023 024 025 026 027 028 029 030 031 032 033 034 035 036 037 038 039 040 041 055 056 057 058 059 060 061 062 063 064 065 066 067 068 069 070 071 072 073 074 075 076 077 078 079 080 081 082 083 084 085 086 087 088 089 090 091 092 093 094 095 How Small Network Can Detect Pedestrian? Anonymous CVPR submission Paper ID **** Abstract ਺ࣜ࡞੒༻ 1. Introduction t log y + (1 − t) log (1 − y) (1) vc i = 1 M × N M m=1 N n=1 fc m,n (xi) (2) v1 i , v2 i , v3 i , vc i (3) g (xi) = g(xi) · 1 C C c=1 fc(xi) (4) f (xi, yi) (5) 2. Concolusion References GFBUVSFNBQ3FT#MPDL 'FBUVSF&YUSBDUPS DPOWʙ3FT#MPDL "UUFOUJPO#SBODI ("1 3FT "UUFOUJPO #MPDL 1FSDFQUJPO#SBODI 'FBUVSF&YUSBDUPS "UUFOUJPONBQ *OQVUJNBHF "UUFOUJPONBQ ʜ 000 001 002 003 004 005 006 007 008 009 010 011 012 013 014 015 016 017 018 019 020 021 022 023 024 025 026 027 028 029 030 031 032 033 034 CVPR #**** CVPR 2017 Submission #****. CONFIDENTIAL REVIEW COPY. DO NOT DISTRIB How Small Network Can Detect Pedestrian? Anonymous CVPR submission Paper ID **** Abstract ਺ࣜ࡞੒༻ 1. Introduction t log y + (1 − t) log (1 − y) (1) vc i = 1 M × N M m=1 N n=1 fc m,n (xi) (2) v1 i , v2 i , v3 i , vc i (3) g (xi) = g(xi) · 1 C C c=1 fc(xi) (4) f (xi, yi) (5) 2. Concolusion × 000 001 002 003 004 005 006 007 008 009 010 011 012 013 014 015 016 017 018 019 020 021 022 023 024 025 026 027 028 029 030 031 032 033 034 054 055 056 057 058 059 060 061 062 063 064 065 066 067 068 069 070 071 072 073 074 075 076 077 078 079 080 081 082 083 084 085 086 087 088 How Small Network Can Detect Pedestrian? Anonymous CVPR submission Paper ID **** Abstract ਺ࣜ࡞੒༻ 1. Introduction t log y + (1 − t) log (1 − y) (1) vc i = 1 M × N M m=1 N n=1 fc m,n (xi) (2) v1 i , v2 i , v3 i , vc i (3) g (xi) = g(xi) · 1 C C c=1 fc(xi) (4) f (xi, yi) (5) 2. Concolusion "UUFOUJPONBQ 'FBUVSFNBQ 3FT#MPDL $MBTTJ fi DBUJPOSFTVMU 0VUQVUMBZFS Σ 014 015 016 017 018 019 020 021 022 023 024 025 026 027 028 029 030 031 032 033 034 035 036 037 038 039 040 041 042 043 044 045 046 047 048 049 050 ਺ࣜ࡞੒༻ 1. Introduction t log y + (1 − t) log (1 − y) (1) vc i = 1 M × N M m=1 N n=1 fc m,n (xi) (2) v1 i , v2 i , v3 i , vc i (3) g (xi) = g(xi) · 1 C C c=1 fc(xi) (4) f (xi, yi) (5) 2. Concolusion References 

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  27. 45"($/GPSBDUJPOSFDPHOJUJPO<4IJSBLJ "$$7>  'SBNF +PJOU "UUFOUJPOOPEF 'FBUVSFFYUSBDUPS #BUDI /PSNBMJ[BUJPO ºDPOW

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sha1_base64="aYu0bwSDva65Ct14jn/gNrFJXWM=">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</latexit> <latexit sha1_base64="aYu0bwSDva65Ct14jn/gNrFJXWM=">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</latexit> Askeleton <latexit sha1_base64="aYu0bwSDva65Ct14jn/gNrFJXWM=">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</latexit> <latexit sha1_base64="aYu0bwSDva65Ct14jn/gNrFJXWM=">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</latexit> <latexit sha1_base64="aYu0bwSDva65Ct14jn/gNrFJXWM=">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</latexit> 3F-6 4JHNPJE 45($#MPDLº 45($#MPDLº 1FSDFQUJPOCSBODI Xatt out = K X k=1 ˆ Aatt k XinWatt k <latexit sha1_base64="ScJFh5Ch4FxVtxUCCz5xtfwpQWE=">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</latexit> <latexit sha1_base64="ScJFh5Ch4FxVtxUCCz5xtfwpQWE=">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</latexit> <latexit sha1_base64="ScJFh5Ch4FxVtxUCCz5xtfwpQWE=">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</latexit> "UUFOUJPOFEHF Xout = Xskel out + Xatt out <latexit sha1_base64="TIafFzYOoUyLwHnwhEvGX042a/A=">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</latexit> <latexit sha1_base64="TIafFzYOoUyLwHnwhEvGX042a/A=">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</latexit> <latexit sha1_base64="TIafFzYOoUyLwHnwhEvGX042a/A=">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</latexit> Xatt out = K X k=1 ˆ Aatt k XinWatt k <latexit sha1_base64="ScJFh5Ch4FxVtxUCCz5xtfwpQWE=">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</latexit> <latexit sha1_base64="ScJFh5Ch4FxVtxUCCz5xtfwpQWE=">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</latexit> <latexit sha1_base64="ScJFh5Ch4FxVtxUCCz5xtfwpQWE=">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</latexit> Xskel out = Q X q=1 Mskel q ˆ Askel q XinWskel q <latexit 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sha1_base64="2KaBWWfG5Jt6IABisW793699Vgc=">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</latexit> 4LFMUPOHSBQI Xatt out = K X k=1 ˆ Aatt k XinWatt k <latexit 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    Encoder Linear Projection for each Patches Wavelet Patch … Patch + Position Embedding … MLP Head Class Prediction … … Reconstruction Attention Reconstruction Target HH1 HL1 LH1 LH2 HL2 HH2 LH3 HH3 HL3 LL