![\"\"](\"https:\/\/d-itlab.co.jp\/wp-content\/uploads\/2026\/05\/TOP-1-1024x535.png\")
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\u300cCVPR\u300d\u306f\u30b3\u30f3\u30d4\u30e5\u30fc\u30bf\u30d3\u30b8\u30e7\u30f3\u304a\u3088\u3073\u30d1\u30bf\u30fc\u30f3\u8a8d\u8b58\u5206\u91ce\u306b\u304a\u3044\u3066\u56fd\u969b\u7684\u306b\u6a29\u5a01\u306e\u3042\u308b\u30c8\u30c3\u30d7\u30ab\u30f3\u30d5\u30a1\u30ec\u30f3\u30b9\u306e\u4e00\u3064\u3067\u3001\u4eca\u5e74\u5ea6\u306f16,092\u4ef6\u306e\u8ad6\u6587\u306e\u4e2d\u304b\u30894,090\u672c\u306e\u8ad6\u6587\u304c\u63a1\u629e\u3055\u308c\u63a1\u629e\u7387\u306f25.4%\u3068\u306a\u3063\u3066\u3044\u307e\u3059\u3002<\/p>\n 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\u30c7\u30f3\u30bd\u30fc\u30b0\u30eb\u30fc\u30d7\u5168\u4f53\u3067\u307f\u308b\u3068\u3001\u672c\u30ea\u30ea\u30fc\u30b9\u8a18\u8f09\u306eITLAB\u3068\u306e\u5171\u540c\u7814\u7a76\u304b\u3089\u51fa\u3055\u308c\u305f3\u672c\u306b\u52a0\u3048\u3001\u7c73\u56fd\u73fe\u5730\u6cd5\u4eba\u3067\u3042\u308bDENSO INTERNATIONAL AMERICA, INC.<\/a> \uff08DIAM\uff09\u304b\u30891\u672c\u304c\u63a1\u629e\u3055\u308c\u3001\u5408\u8a084\u672c\u306e\u8ad6\u6587\u304cCVPR2026 \u306b\u3066\u767a\u8868\u3055\u308c\u307e\u3059\u3002<\/p>\n \u25a0\u53c2\u8003\uff1aDIAM\u30ea\u30ea\u30fc\u30b9\u3000https:\/\/www.denso.com\/us-ca\/en\/news\/newsroom\/2026\/20260526-01\/<\/a><\/p>\n 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\u3053\u308c\u306b\u5bfe\u3057\u3001ITLAB\u3068\u30c7\u30f3\u30bd\u30fc\u306e\u5171\u540c\u7814\u7a76\u30c1\u30fc\u30e0\u306f\u3001\u5b66\u7fd2\u6e08\u307f\u30d3\u30b8\u30e7\u30f3\u30e2\u30c7\u30eb\u306e\u91cd\u307f\u3092\u8a73\u7d30\u306b\u5206\u6790\u3059\u308b\u4e2d\u3067\u3001\u308f\u305a\u304b\u306a\u5916\u308c\u5024\u3001\u4f8b\u3048\u3070\u4e0a\u4f4d1%\u7a0b\u5ea6\u306e\u5916\u308c\u5024\u3092\u53d6\u308a\u9664\u304f\u3060\u3051\u3067\u6b8b\u308a\u306e\u5206\u5e03\u304c\uff10\u3092\u4e2d\u5fc3\u306b\u307b\u307c\u5bfe\u79f0\u306b\u306a\u308b\u3053\u3068\u3092\u767a\u898b\u3057\u307e\u3057\u305f\u3002\u3053\u308c\u306f\u300c\u5916\u308c\u5024\u3092\u5225\u306b\u6271\u3046\u3053\u3068\u3067\u3001\u91cd\u307f\u306e\u5927\u90e8\u5206\u3092\u30cf\u30fc\u30c9\u30a6\u30a7\u30a2\u52b9\u7387\u306e\u9ad8\u3044\u5bfe\u79f0\u91cf\u5b50\u5316\u3067\u8868\u73fe\u3067\u304d\u308b\u300d\u3053\u3068\u3092\u610f\u5473\u3057\u307e\u3059\u3002\u672c\u7814\u7a76\u3067\u306f\u3001\u3053\u306e\u300c\u96a0\u308c\u305f\u5bfe\u79f0\u6027\u300d\u3092\u51fa\u767a\u70b9\u3068\u3057\u305f\u91cf\u5b50\u5316\u624b\u6cd5\u300cDASQ\uff08Dense and Additive Sparse Quantization\uff09\u300d\u3092\u63d0\u6848\u3057\u307e\u3057\u305f\u3002<\/p>\n DASQ\u306f\u91cd\u307f\u3092\u300c\u5bfe\u79f0\u306a\u5927\u591a\u6570\u306e\u6210\u5206\u300d\u3068\u300c\u5916\u308c\u5024\u306e\u5c11\u6570\u306e\u6210\u5206\u300d\u306b\u5206\u89e3\u3057\u3066\u4e26\u5217\u51e6\u7406\u3059\u308b\u3053\u3068\u3067\u3001\u5f93\u6765\u624b\u6cd5\u304c\u5fc5\u8981\u3068\u3057\u3066\u304d\u305f\u30bc\u30ed\u70b9\u30aa\u30d5\u30bb\u30c3\u30c8\uff08\u91cf\u5b50\u5316\u306e\u57fa\u6e96\u70b9\u3092\u30bc\u30ed\u304b\u3089\u305a\u3089\u3059\u5024\u3067\u3001\u4e57\u7b97\u5668\u306e\u56de\u8def\u9762\u7a4d\u3092\u7d041.3\u500d\u306b\u5897\u5927\u3055\u305b\u308b\uff09\u3092\u4e0d\u8981\u306b\u3059\u308b\u8a2d\u8a08\u3092\u5b9f\u73fe\u3057\u307e\u3057\u305f\u3002FPGA\uff08\u7528\u9014\u306b\u5fdc\u3058\u3066\u56de\u8def\u69cb\u6210\u3092\u5909\u66f4\u3067\u304d\u308b\u518d\u69cb\u6210\u53ef\u80fd\u306a\u96c6\u7a4d\u56de\u8def\uff09\u3078\u306e\u5b9f\u88c5\u8a55\u4fa1\u3067\u3082\u3001\u5f93\u6765\u7528\u3044\u3089\u308c\u3066\u304d\u305f\u30bc\u30ed\u70b9\u30aa\u30d5\u30bb\u30c3\u30c8\u3092\u7528\u3044\u305f\u91cf\u5b50\u5316\uff08AsymQ\uff09\u3068\u6bd4\u3079\u3066\u3088\u308a\u9ad8\u3044\u7cbe\u5ea6\u3068\u4f4e\u3044\u6d88\u8cbb\u96fb\u529b\u3092\u5b9f\u8a3c\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n 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\uff1cITLAB\u7814\u7a76\u8005\u30b3\u30e1\u30f3\u30c8\uff1e<\/strong><\/p>\n \u68ee <\/strong>\u653f\u6587\uff1a<\/strong>\u30c7\u30f3\u30bd\u30fc\u30a2\u30a4\u30c6\u30a3\u30fc\u30e9\u30dc\u30e9\u30c8\u30ea \u7814\u7a76\u958b\u767a\u30b0\u30eb\u30fc\u30d7 \u5ba2\u54e1\u7814\u7a76\u54e1\uff08\u5de6\uff09<\/span><\/strong><\/p>\n \u6a29\u696d \u614e\u4e5f<\/strong>\uff08Ph.D.\uff09\uff1a<\/strong>\u30c7\u30f3\u30bd\u30fc\u30a2\u30a4\u30c6\u30a3\u30fc\u30e9\u30dc\u30e9\u30c8\u30ea \u7814\u7a76\u958b\u767a\u30b0\u30eb\u30fc\u30d7 \u30ea\u30b5\u30fc\u30c1\u30e3\uff08\u53f3\uff09<\/span><\/strong><\/p>\n CVPR\u3067\u306f\u3001\u30d3\u30b8\u30e7\u30f3\u30e2\u30c7\u30eb\u306e\u91cd\u307f\u5206\u5e03\u306b\u6f5c\u3080\u300c\u96a0\u308c\u305f\u5bfe\u79f0\u6027\u300d\u306e\u767a\u898b\u3001\u91cf\u5b50\u5316\u624b\u6cd5DASQ\u306e\u63d0\u6848\u3001\u305d\u3057\u3066\u8907\u6570\u30bf\u30b9\u30af\u3068FPGA\u5b9f\u88c5\u306b\u3088\u308b\u691c\u8a3c\u3068\u3044\u3046\u3001\u767a\u898b\u30fb\u624b\u6cd5\u30fb\u5b9f\u8a3c\u306e\u4e09\u62cd\u5b50\u3092\u305d\u308d\u3048\u305f\u70b9\u304c\u8a55\u4fa1\u3055\u308c\u307e\u3057\u305f\u3002\u4eca\u5f8c\u306f\u3001\u8eca\u8f09AI\u3092\u542b\u3080\u30a8\u30c3\u30b8\u7aef\u672b\u3067\u9ad8\u6027\u80fd\u306a\u30d3\u30b8\u30e7\u30f3\u30e2\u30c7\u30eb\u306e\u7701\u96fb\u529b\u306a\u5b9f\u88c5\u3092\u53ef\u80fd\u306b\u3059\u308b\u57fa\u790e\u6280\u8853\u3068\u3057\u3066\u3001\u5b9f\u7528\u5c55\u958b\u304c\u671f\u5f85\u3055\u308c\u307e\u3059\u3002<\/p>\n\n\n \uff1c\u672c\u7814\u7a76\u306e\u8ad6\u6587\uff1e<\/strong><\/p>\n Rethinking Asymmetric Quantization: Hidden Symmetry in Vision Model Weights<\/strong><\/a><\/p>\n Masafumi Mori (DENSO CORPORATION), Shinya Gongyo & Mitsuru Ambai (DENSO IT Laboratory)<\/p>\n \u5927\u898f\u6a21Vision AI\u306e\u52b9\u7387\u5316\u306b\u304a\u3044\u3066\u3001\u30b9\u30d1\u30fc\u30b9MoE\uff08Mixture of Experts\uff1a\u8907\u6570\u306e\u5c02\u9580\u5bb6\u30e2\u30c7\u30eb\u3092\u7d44\u307f\u5408\u308f\u305b\u308b\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\uff09\u306f\u6709\u529b\u306a\u624b\u6cd5\u3067\u3059\u3002\u5165\u529b\u3054\u3068\u306b\u4e00\u90e8\u306e\u5c02\u9580\u5bb6\u3060\u3051\u3092\u9078\u3093\u3067\u6d3b\u6027\u5316\u3059\u308b\u3053\u3068\u3067\u3001\u7701\u8a08\u7b97\u306a\u8996\u899a\u8a8d\u8b58AI\u3092\u5b9f\u73fe\u3057\u306a\u304c\u3089\u9ad8\u3044\u8868\u73fe\u529b\u3092\u4fdd\u3066\u307e\u3059\u3002\u4eba\u9593\u306b\u4f8b\u3048\u308b\u3068\u3001\u4f55\u3067\u3082\u4e00\u4eba\u3067\u3053\u306a\u305d\u3046\u3068\u3059\u308b\u306e\u3067\u306f\u306a\u304f\u3001\u6848\u4ef6\u3054\u3068\u306b\u9069\u5207\u306a\u5c02\u9580\u5bb6\u306b\u632f\u308a\u5206\u3051\u308b\u30a4\u30e1\u30fc\u30b8\u3067\u3059\u3002\u4e00\u65b9\u3067\u3001\u305d\u306e\u632f\u308a\u5206\u3051\u4fc2(\u30eb\u30fc\u30bf\u30fc)\u306f\u5b66\u7fd2\u304c\u4e0d\u5b89\u5b9a\u306b\u306a\u308a\u3084\u3059\u3044\u3068\u3044\u3046\u8ab2\u984c\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n \u672c\u7814\u7a76\u3067ITLAB\u3068\u6771\u4eac\u79d1\u5b66\u5927\u306e\u5171\u540c\u7814\u7a76\u30c1\u30fc\u30e0\u306f\u3001\u3053\u306e\u4e0d\u5b89\u5b9a\u6027\u306e\u4e3b\u8981\u56e0\u3068\u3057\u3066\u300c\u52fe\u914d\u30d6\u30ed\u30c3\u30ad\u30f3\u30b0\u300d\u306b\u7740\u76ee\u3057\u307e\u3057\u305f\u3002\u30b9\u30d1\u30fc\u30b9MoE\u3067\u306f\u3001\u30eb\u30fc\u30bf\u30fc\u304c\u9078\u3093\u3060\u5c02\u9580\u5bb6\u3060\u3051\u304c\u8a08\u7b97\u306b\u4f7f\u308f\u308c\u308b\u305f\u3081\u3001\u305d\u306e\u5c02\u9580\u5bb6\u3092\u901a\u3057\u305f\u7d4c\u8def\u4ee5\u5916\u304b\u3089\u30d5\u30a3\u30fc\u30c9\u30d0\u30c3\u30af\u3092\u5f97\u307e\u305b\u3093\u3002\u305d\u306e\u7d50\u679c\u3001\u7279\u306b\u5c02\u9580\u5bb6\u306e\u5f79\u5272\u5206\u62c5\u304c\u307e\u3060\u5f62\u6210\u3055\u308c\u3066\u3044\u306a\u3044\u5b66\u7fd2\u521d\u671f\u306b\u306f\u3001\u30eb\u30fc\u30bf\u30fc\u304c\u9069\u5207\u306a\u5c02\u9580\u5bb6\u3092\u9078\u3076\u5224\u65ad\u57fa\u6e96\u3092\u5b89\u5b9a\u3057\u3066\u5b66\u3073\u306b\u304f\u304f\u3001\u5c02\u9580\u5bb6\u306e\u632f\u308a\u5206\u3051\u304c\u5b66\u7fd2\u4e2d\u306b\u5927\u304d\u304f\u63fa\u308c\u3084\u3059\u304f\u306a\u308a\u307e\u3059\u3002\u3053\u306e\u4e0d\u5b89\u5b9a\u6027\u306f\u3001\u30b9\u30d1\u30fc\u30b9MoE\u304c\u6709\u3059\u308b\u7701\u8a08\u7b97\u6027\u3092\u4fdd\u3063\u305f\u307e\u307e\u9ad8\u3044\u8868\u73fe\u529b\u3092\u5341\u5206\u306b\u5f15\u304d\u51fa\u3059\u4e0a\u3067\u306e\u8ab2\u984c\u3068\u306a\u308a\u307e\u3059\u3002<\/p>\n \u672c\u7814\u7a76\u306e\u63d0\u6848\u624b\u6cd5\u306eTGR-MoE\u306f\u3001\u3053\u306e\u554f\u984c\u3092\u4e8b\u524d\u5b66\u7fd2\u6e08\u307f\u306e\u300c\u6559\u5e2b\u30e2\u30c7\u30eb\u300d\u3092\u7528\u3044\u308b\u3053\u3068\u3067\u89e3\u6c7a\u3057\u307e\u3059\u3002\u6559\u5e2b\u7528\u306e\u30eb\u30fc\u30bf\u30fc\u3092\u4ed8\u52a0\u3057\u3001\u305d\u306e\u5c02\u9580\u5bb6\u9078\u629e\u306e\u5206\u5e03\u3092\u64ec\u4f3c\u6559\u5e2b\u4fe1\u53f7\u3068\u3057\u3066\u5b66\u7fd2\u4e2d\u306e\u30eb\u30fc\u30bf\u30fc\u306b\u4e0e\u3048\u308b\u3053\u3068\u3067\u3001\u5b66\u7fd2\u521d\u671f\u304b\u3089\u5b89\u5b9a\u3057\u305f\u5c02\u9580\u5bb6\u9078\u629e\u306e\u6307\u91dd\u3092\u4e0e\u3048\u307e\u3059\u3002\u3053\u308c\u306b\u3088\u308a\u3001\u5c02\u9580\u5bb6\u9078\u629e\u306e\u63fa\u3089\u304e\u3092\u6291\u3048\u3001\u3088\u308a\u5b89\u5b9a\u3057\u305fMoE\u306e\u5b66\u7fd2\u3092\u53ef\u80fd\u306b\u3057\u307e\u3059\u3002<\/p>\n \uff1c\u5f93\u6765\u306e\u30b9\u30d1\u30fc\u30b9MoE\u3067\u306f\u3001\u9078\u629e\u3055\u308c\u305f\u5c02\u9580\u5bb6\u304b\u3089\u306e\u5b66\u7fd2\u4fe1\u53f7\u306b\u4f9d\u5b58\u3059\u308b\u305f\u3081\u3001\u5c02\u9580\u5bb6\u9078\u629e\u304c\u4e0d\u5b89\u5b9a\u306b\u306a\u308a\u3084\u3059\u3044\u3002TGR-MoE\u306f\u3001\u6559\u5e2b\u30e2\u30c7\u30eb\u7531\u6765\u306e\u5c02\u9580\u5bb6\u9078\u629e\u306e\u6307\u91dd\u3092\u4e0e\u3048\u308b\u3053\u3068\u3067\u3001\u30eb\u30fc\u30bf\u30fc\u306e\u5b66\u7fd2\u3092\u5b89\u5b9a\u5316\u3059\u308b\u3002\uff1e<\/em><\/span><\/p>\n ImageNet-1K\u3084CIFAR-100\u306a\u3069\u306e\u8907\u6570\u306e\u753b\u50cf\u8a8d\u8b58\u30d9\u30f3\u30c1\u30de\u30fc\u30af\u3092\u7528\u3044\u305f\u691c\u8a3c\u3067\u3001TGR-MoE\u306f\u6a19\u6e96\u7684\u306a\u30b9\u30d1\u30fc\u30b9MoE\u3068\u6bd4\u8f03\u3057\u3066\u3001\u8a8d\u8b58\u7cbe\u5ea6\u3068\u5c02\u9580\u5bb6\u9078\u629e\u306e\u4e00\u8cab\u6027\u3092\u5411\u4e0a\u3055\u305b\u307e\u3057\u305f\u3002\u307e\u305f\u3001\u672c\u624b\u6cd5\u3067\u306f\u63a8\u8ad6\u6642\u3001\u3059\u306a\u308f\u3061\u5b9f\u969b\u306b\u30e2\u30c7\u30eb\u3092\u52d5\u304b\u3059\u969b\u306e\u8ffd\u52a0\u8a08\u7b97\u30b3\u30b9\u30c8\u306f\u767a\u751f\u3057\u307e\u305b\u3093\u3002\u305d\u306e\u305f\u3081\u3001\u5927\u898f\u6a21Vision AI\u3092\u52b9\u7387\u7684\u304b\u3064\u5b89\u5b9a\u306b\u6d3b\u7528\u3059\u308b\u305f\u3081\u306e\u57fa\u76e4\u6280\u8853\u3068\u3057\u3066\u3001\u8eca\u8f09AI\u3092\u542b\u3080\u9ad8\u6027\u80fd\u306a\u8996\u899a\u8a8d\u8b58\u30b7\u30b9\u30c6\u30e0\u3078\u306e\u5fdc\u7528\u304c\u671f\u5f85\u3055\u308c\u307e\u3059\u3002<\/p>\n \uff1cITLAB\u7814\u7a76\u8005\u30b3\u30e1\u30f3\u30c8\uff1e<\/strong><\/p>\n CVPR\u3067\u306f\u3001\u5f93\u6765\u5b66\u7fd2\u304c\u4e0d\u5b89\u5b9a\u3067\u3042\u3063\u305f\u30b9\u30d1\u30fc\u30b9MoE\u306e\u5b66\u7fd2\u3092\u5b89\u5b9a\u5316\u3055\u305b\u308b\u65b9\u6cd5\u3092\u63d0\u4f9b\u3057\u305f\u3053\u3068\u304c\u8a55\u4fa1\u3055\u308c\u307e\u3057\u305f\u3002\u3053\u306e\u7814\u7a76\u306f\u3001\u904b\u8ee2\u652f\u63f4\u30b7\u30b9\u30c6\u30e0\u3084\u81ea\u52d5\u904b\u8ee2\u30b7\u30b9\u30c6\u30e0\u306b\u304a\u3044\u3066\u3001\u5927\u898f\u6a21Vision AI\u3092\u52b9\u7387\u7684\u304b\u3064\u5b89\u5b9a\u306b\u6d3b\u7528\u3059\u308b\u305f\u3081\u306e\u57fa\u76e4\u6280\u8853\u3068\u306a\u308b\u3053\u3068\u304c\u671f\u5f85\u3055\u308c\u307e\u3059\u3002<\/p>\n \uff1c\u672c\u7814\u7a76\u306e\u8ad6\u6587\uff1e<\/strong><\/p>\n Teacher-Guided Routing for Sparse Vision Mixture-of-Experts<\/strong><\/a><\/p>\n Masahiro Kada & Ryota Yoshihashi (Institute of Science Tokyo), Satoshi Ikehata (DENSO IT Laboratory, National Institute of Informatics), Rei Kawakami(Institute of Science Tokyo),\u00a0 Ikuro Sato (DENSO IT Laboratory, Institute of Science Tokyo)<\/p>\n I-ToF\uff08\u9593\u63a5\u98db\u884c\u6642\u9593\u8a08\u6e2c\uff09\u30ab\u30e1\u30e9\u306f\u3001\u5909\u8abf\u3057\u305f\u5149\u3092\u7167\u5c04\u3057\u3066\u305d\u306e\u53cd\u5c04\u5149\u3068\u306e\u4f4d\u76f8\u5dee\u3092\u7528\u3044\u3066\u8ddd\u96e2\u3092\u6e2c\u308b\u6df1\u5ea6\u30bb\u30f3\u30b5\u30fc\u3067\u3059\u3002\u9ad8\u3044\u7a7a\u9593\u5206\u89e3\u80fd\u3068\u30b3\u30f3\u30d1\u30af\u30c8\u306a\u5f62\u72b6\u304b\u3089\u3001AR\u30fb\u30ed\u30dc\u30c6\u30a3\u30af\u30b9\u30fb\u30b3\u30f3\u30b7\u30e5\u30fc\u30de\u30fc\u6a5f\u5668\u306a\u3069\u5e45\u5e83\u3044\u7528\u9014\u3067\u666e\u53ca\u3057\u3066\u3044\u308b\u6df1\u5ea6\u30bb\u30f3\u30b7\u30f3\u30b0\u6280\u8853\u3067\u3042\u308a\u3001\u81ea\u52d5\u904b\u8ee2\u30fbADAS\u5411\u3051\u306e\u8fd1\u8ddd\u96e2\u5468\u8fba\u8a8d\u8b58\u3084\u8eca\u5185\u30e2\u30cb\u30bf\u30ea\u30f3\u30b0\u3078\u306e\u5fdc\u7528\u3082\u671f\u5f85\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n \u3053\u306e\u30ab\u30e1\u30e9\u306e\u8ddd\u96e2\u7cbe\u5ea6\u306f\u3001\u300c\u30b3\u30fc\u30c7\u30a3\u30f3\u30b0\u65b9\u5f0f\u300d\uff08\u5149\u306e\u7167\u5c04\u30d1\u30bf\u30fc\u30f3\u3068\u53d7\u3051\u53d6\u308a\u65b9\u306e\u7d44\u307f\u5408\u308f\u305b\uff09\u306b\u3088\u3063\u3066\u5927\u304d\u304f\u5de6\u53f3\u3055\u308c\u307e\u3059\u3002\u3057\u304b\u3057\u5148\u884c\u7814\u7a76\u306e\u591a\u304f\u304c\u73fe\u5b9f\u306e\u30bb\u30f3\u30b5\u30fc\u304c\u6301\u3064\u5236\u7d04\u3092\u5341\u5206\u306b\u53cd\u6620\u3057\u306a\u3044\u7406\u60f3\u7684\u306a\u6761\u4ef6\u3092\u524d\u63d0\u3068\u3057\u3066\u304a\u308a\u3001\u5b9f\u6a5f\u3067\u306f\u7406\u8ad6\u901a\u308a\u306e\u6027\u80fd\u304c\u51fa\u305b\u306a\u3044\u3068\u3044\u3046\u8ab2\u984c\u304c\u3042\u308a\u307e\u3057\u305f\u3002\u305d\u3053\u3067\u3001\u672c\u7814\u7a76\u3067ITLAB\u3068\u4e5d\u5dde\u5927\u5b66\u306e\u5171\u540c\u7814\u7a76\u30c1\u30fc\u30e0\u306f\u3001\u3053\u306e\u300c\u7406\u60f3\u3068\u73fe\u5b9f\u306e\u30ae\u30e3\u30c3\u30d7\u300d\u306e\u89e3\u6c7a\u306b\u53d6\u308a\u7d44\u307f\u307e\u3057\u305f\u3002<\/p>\n 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\uff1c\u30b3\u30fc\u30c7\u30a3\u30f3\u30b0\u65b9\u5f0f\u306e\u6bd4\u8f03\u7d50\u679c\uff08\u4e0a\u6bb5\uff1a\u5b9f\u6a5fI-ToF\u3001\u4e0b\u6bb5\uff1a\u30b7\u30df\u30e5\u30ec\u30fc\u30b7\u30e7\u30f3\uff09\u3002\u63d0\u6848\u3057\u305f\u30b3\u30fc\u30c7\u30a3\u30f3\u30b0\u65b9\u5f0f\u306b\u3088\u308a\u3001\u5f93\u6765\u65b9\u5f0f\u3068\u6bd4\u3079\u3066\u30ce\u30a4\u30ba\u3084\u30e2\u30fc\u30b7\u30e7\u30f3\u30d6\u30e9\u30fc\u3092\u6291\u3048\u3001\u52d5\u304f\u7269\u4f53\u306e\u8ddd\u96e2\u5f62\u72b6\u3092\u3088\u308a\u9bae\u660e\u306b\u8a08\u6e2c\u3067\u304d\u308b\u3053\u3068\u3092\u793a\u3057\u3066\u3044\u308b\u3002\uff1e<\/em><\/span><\/p>\n \uff1cITLAB\u7814\u7a76\u8005\u30b3\u30e1\u30f3\u30c8\uff1e<\/strong><\/p>\n \u4f50\u5ddd \u7acb\u660c<\/strong>\uff08Ph.D.\uff09\uff1a<\/strong>\u30c7\u30f3\u30bd\u30fc\u30a2\u30a4\u30c6\u30a3\u30fc\u30e9\u30dc\u30e9\u30c8\u30ea <\/strong>\u7814\u7a76\u958b\u767a\u30b0\u30eb\u30fc\u30d7 \u30d7\u30ea\u30f3\u30b7\u30d1\u30eb\u30ea\u30b5\u30fc\u30c1\u30e3<\/strong><\/p>\n \u672c\u7814\u7a76\u3067\u306f\u3001I-ToF\u30ab\u30e1\u30e9\u306e\u30b3\u30fc\u30c7\u30a3\u30f3\u30b0\u65b9\u5f0f\u3092\u3001\u7406\u60f3\u7684\u306a\u6761\u4ef6\u3067\u306f\u306a\u304f\u5b9f\u30bb\u30f3\u30b5\u30fc\u306e\u5236\u7d04\u3092\u524d\u63d0\u3068\u3057\u3066\u8a2d\u8a08\u3059\u308b\u3053\u3068\u306b\u53d6\u308a\u7d44\u307f\u307e\u3057\u305f\u3002\u63d0\u6848\u624b\u6cd5\u306b\u3088\u308a\u3001\u4f4eSNR\u74b0\u5883\u3084\u52d5\u304f\u7269\u4f53\u306b\u5bfe\u3057\u3066\u3082\u3001\u77ed\u3044\u9732\u5149\u6642\u9593\u3067\u3088\u308a\u5b89\u5b9a\u3057\u305f3D\u30bb\u30f3\u30b7\u30f3\u30b0\u3092\u5b9f\u73fe\u3067\u304d\u308b\u53ef\u80fd\u6027\u3092\u793a\u3057\u307e\u3057\u305f\u3002CVPR\u306e\u67fb\u8aad\u306b\u304a\u3044\u3066\u3082\u3001\u7406\u60f3\u5316\u3055\u308c\u305f\u6761\u4ef6\u3067\u306f\u306a\u304f\u5b9f\u969b\u306e\u30bb\u30f3\u30b5\u5236\u7d04\u306e\u3082\u3068\u3067I-ToF \u306e\u7b26\u53f7\u8a2d\u8a08\u3092\u6271\u3046\u554f\u984c\u8a2d\u5b9a\u304c\u91cd\u8981\u3060\u3068\u8a55\u4fa1\u3055\u308c\u3066\u3044\u307e\u3059\u3002\u4eca\u5f8c\u3001\u81ea\u5f8b\u30ed\u30dc\u30c3\u30c8\u3084\u8eca\u8f09\u30b7\u30b9\u30c6\u30e0\u306a\u3069\u3001\u5b9f\u74b0\u5883\u3067\u9ad8\u4fe1\u983c\u306a\u5468\u8fba\u8a8d\u8b58\u304c\u6c42\u3081\u3089\u308c\u308b\u5fdc\u7528\u3078\u306e\u5c55\u958b\u304c\u671f\u5f85\u3067\u304d\u307e\u3059\u3002<\/p>\n \uff1c\u672c\u7814\u7a76\u306e\u8ad6\u6587\uff1e<\/strong><\/p>\n Revisiting Optimal Coding for I-ToF under Practical Sensor Constraints<\/strong><\/a><\/p>\n Wenbin Luo \uff06 Takafumi Iwaguchi (Kyushu University), Ryusuke Sagawa (DENSO IT Laboratory), Hiroshi Kawasaki (Kyushu University)<\/p>\n\n\n \u5171\u540c\u7814\u7a76\u3092\u884c\u3044\u307e\u3057\u305f\u4e5d\u5dde\u5927\u5b66 \u5927\u5b66\u9662\u30b7\u30b9\u30c6\u30e0\u60c5\u5831\u79d1\u5b66\u7814\u7a76\u9662 \u5ddd\u5d0e\u6d0b \u6559\u6388\u6240\u5c5e\u306e\u4e5d\u5dde\u5927\u5b66\u5e83\u5831\u8ab2\u306b\u3088\u308b\u672c\u4ef6\u8a73\u7d30\u30ea\u30ea\u30fc\u30b9\u306f\u4e0b\u8a18\u3092\u3054\u89a7\u304f\u3060\u3055\u3044\u3002<\/p>\n I-ToF\u30bb\u30f3\u30b5\u306e\u7279\u6027\u3092\u8003\u616e\u3057\u305f\u30ce\u30a4\u30ba\u306b\u9811\u5065\u306a\u7b26\u53f7\u5316\u65b9\u5f0f\u306e\u63d0\u6848<\/strong> \u65e5\u672c\u8a9e\u7248\uff1ahttps:\/\/www.kyushu-u.ac.jp\/ja\/notices\/view\/3110<\/a> https:\/\/cvpr.thecvf.com\/<\/strong><\/a><\/p>\n CVPR\uff08IEEE\/CVF Conference on Computer Vision and Pattern Recognition\uff09\u306f\u3001IEEE\uff08\u7c73\u56fd\u96fb\u6c17\u96fb\u5b50\u5b66\u4f1a\uff09<\/a>\u3068CVF(Computer Vision Foundation\uff1a\u30b3\u30f3\u30d4\u30e5\u30fc\u30bf\u30d3\u30b8\u30e7\u30f3\u7814\u7a76\u3092\u652f\u63f4\u3059\u308b\u975e\u55b6\u5229\u56e3\u4f53)<\/a>\u304c\u5171\u50ac\u3059\u308b\u3001\u30b3\u30f3\u30d4\u30e5\u30fc\u30bf\u30d3\u30b8\u30e7\u30f3\u304a\u3088\u3073\u30d1\u30bf\u30fc\u30f3\u8a8d\u8b58\u5206\u91ce\u306b\u304a\u3051\u308b\u4e16\u754c\u6700\u9ad8\u5cf0\u306e\u56fd\u969b\u4f1a\u8b70\u3067\u3059\u3002ICCV<\/a>\u30fbECCV<\/a>\u3068\u4e26\u3076\u30c8\u30c3\u30d7\u4f1a\u8b70\u306e\u4e00\u3064\u3068\u3057\u3066\u77e5\u3089\u308c\u3001\u753b\u50cf\u8a8d\u8b58\u3001\u7269\u4f53\u691c\u51fa\u3001\uff13\u6b21\u5143\u8a8d\u8b58\u3001\u751f\u6210AI\u306a\u3069\u4eba\u5de5\u77e5\u80fd\u306e\u767a\u5c55\u3092\u652f\u3048\u308b\u8996\u899a\u60c5\u5831\u51e6\u7406\u306b\u95a2\u3059\u308b\u4e16\u754c\u6700\u5148\u7aef\u306e\u7814\u7a76\u6210\u679c\u304c\u767a\u8868\u3055\u308c\u3066\u3044\u307e\u3059\u3002\u307e\u305f\u3001\u63a1\u629e\u8ad6\u6587\u306e\u88ab\u5f15\u7528\u6570\u3084\u7814\u7a76\u30b3\u30df\u30e5\u30cb\u30c6\u30a3\u3078\u306e\u5f71\u97ff\u529b\u3082\u9ad8\u304f\u3001\u30b3\u30f3\u30d4\u30e5\u30fc\u30bf\u30d3\u30b8\u30e7\u30f3\u5206\u91ce\u306e\u6700\u65b0\u52d5\u5411\u3092\u793a\u3059\u91cd\u8981\u306a\u5834\u3068\u306a\u3063\u3066\u3044\u307e\u3059\u3002\u8fd1\u5e74\u306f\u53c2\u52a0\u8005\u6570\u304c1\u4e07\u4eba\u3092\u8d85\u3048\u308b\u5927\u898f\u6a21\u306a\u56fd\u969b\u4f1a\u8b70\u3068\u306a\u3063\u3066\u304a\u308a\u3001\u5927\u5b66\u30fb\u7814\u7a76\u6a5f\u95a2\u306b\u52a0\u3048\u3066\u3001Google\u3001Meta\u3001Microsoft\u3001NVIDIA\u306a\u3069\u306e\u4e16\u754c\u7684\u306a\u4f01\u696d\u306e\u7814\u7a76\u90e8\u9580\u304b\u3089\u3082\u591a\u6570\u306e\u767a\u8868\u304c\u884c\u308f\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n\n \u30c7\u30f3\u30bd\u30fc\u30b0\u30eb\u30fc\u30d7\u306e\u30bd\u30d5\u30c8\u30a6\u30a7\u30a2\u7814\u7a76\u3092\u62c5\u304628\u4eba\u307b\u3069\u306e\u7814\u7a76\u8005\u96c6\u56e3\u3067\u3042\u308a\u3001\u300c\u81ea\u5206\u305f\u3061\u3067\u8ab2\u984c\u3092\u898b\u3064\u3051\u3001\u305d\u308c\u3092\u89e3\u6c7a\u3059\u308b\u6280\u8853\u306e\u67f1\u3092\u4f5c\u308b\u300d\u30b7\u30fc\u30ba\u63d0\u6848\u578b\u306e\u5148\u7aef\u57fa\u790e\u7814\u7a76\u4f01\u696d\u3067\u3059\u3002\u7814\u7a76\u5206\u91ce\u306b\u306f\u3001\u6df1\u5c64\u5b66\u7fd2\u3084\u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u3001\u753b\u50cf\u8a8d\u8b58\u3001\u81ea\u7136\u8a00\u8a9e\u51e6\u7406\u3001\u8a8d\u77e5\u79d1\u5b66\u3001\u4fe1\u53f7\u51e6\u7406\u3001\u30e6\u30fc\u30b6\u30fc\u30a4\u30f3\u30bf\u30fc\u30d5\u30a7\u30fc\u30b9\u3001\u30bb\u30f3\u30b7\u30f3\u30b0\u6280\u8853\u306a\u3069\u304c\u3042\u308a\u307e\u3059\u3002\u682a\u5f0f\u4f1a\u793e\u30c7\u30f3\u30bd\u30fc\u306e100\uff05\u51fa\u8cc7\u5b50\u4f1a\u793e\u3068\u306a\u308a\u307e\u3059\u3002<\/p>\n\n \u793e\u540d\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 \uff1a\u682a\u5f0f\u4f1a\u793e\u30c7\u30f3\u30bd\u30fc\u30a2\u30a4\u30c6\u30a3\u30fc\u30e9\u30dc\u30e9\u30c8\u30ea \u00a0\u00a0\u25a0\u30e1\u30c7\u30a3\u30a2\u554f\u3044\u5408\u308f\u305b\u5148\u3000<\/strong><\/p>\n \u5e83\u5831\u4e8b\u52d9\u5c40\u3000\u68ee\u4e0b\u25a0\u63a1\u629e\u3055\u308c\u305f\u8ad6\u6587\u306e\u6982\u8981<\/strong><\/h3>\n
1.\u5b66\u7fd2\u6e08\u307f\u30d3\u30b8\u30e7\u30f3\u30e2\u30c7\u30eb\u306b\u96a0\u3055\u308c\u305f\u5bfe\u79f0\u6027\u3092\u7528\u3044\u305f\u65b0\u3057\u3044\u91cf\u5b50\u5316\u624b\u6cd5\u306e\u63d0\u6848<\/strong><\/h4>\n
![\"DASQ\u306f\u3001\u5f93\u6765\u306e\u975e\u5bfe\u79f0\u91cf\u5b50\u5316(AsymQ)\u3067\u7528\u3044\u308b\u30bc\u30ed\u70b9\u30aa\u30d5\u30bb\u30c3\u30c8\u3092\u4f7f\u308f\u305a\u3001\u91cd\u307f\u3092\u5bc6\u306a\u6210\u5206\u3068\u758e\u306a\u5916\u308c\u5024\u6210\u5206\u306b\u5206\u3051\u3066\u4e26\u5217\u51e6\u7406\u3059\u308b\u3053\u3068\u3067\u3001\u9ad8\u7cbe\u5ea6\u304b\u3064\u52b9\u7387\u7684\u306a\u91cf\u5b50\u5316\u3092\u5b9f\u73fe\u3059\u308b\u3002\"](\"https:\/\/d-itlab.co.jp\/wp-content\/uploads\/2026\/05\/DASQ-1024x437.png\")
\uff1cDASQ\u306f\u3001\u5f93\u6765\u306e\u975e\u5bfe\u79f0\u91cf\u5b50\u5316(AsymQ)\u3067\u7528\u3044\u308b\u30bc\u30ed\u70b9\u30aa\u30d5\u30bb\u30c3\u30c8\u3092\u4f7f\u308f\u305a\u3001\u91cd\u307f\u3092\u5bc6\u306a\u6210\u5206\u3068\u758e\u306a\u5916\u308c\u5024\u6210\u5206\u306b\u5206\u3051\u3066\u4e26\u5217\u51e6\u7406\u3059\u308b\u3053\u3068\u3067\u3001\u9ad8\u7cbe\u5ea6\u304b\u3064\u52b9\u7387\u7684\u306a\u91cf\u5b50\u5316\u3092\u5b9f\u73fe\u3059\u308b\u3002\uff1e<\/em><\/span><\/p>\n![\"\"](\"https:\/\/d-itlab.co.jp\/wp-content\/uploads\/2026\/05\/mori_gongyo.png\")
\n<\/h1>\n\n
2.\u4e8b\u524d\u5b66\u7fd2\u6e08\u307f\u6559\u5e2b\u30e2\u30c7\u30eb\u306b\u3088\u308bMixture of Experts\u578b\u8996\u899a\u8a8d\u8b58AI\u306e\u5b89\u5b9a\u5b66\u7fd2<\/strong><\/h4>\n\n
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\n![\"\"](\"https:\/\/d-itlab.co.jp\/wp-content\/uploads\/2026\/05\/satoh-1.png\")
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