| {"alexnet": {"ghn2": "0.130", "ghn2-paramnorm": "33.4662", "ghn3-t": "0.120", "ghn3-t-paramnorm": "59.5741", "ghn3": "0.102", "ghn3-paramnorm": "72.4766", "ghn3-sgd1ep": "11.870", "ghn3-sgd10ep": "36.960", "randinit-sgd1ep": "6.240", "randinit-sota": "56.522", "randinit-paramnorm": "58.6720", "randinit-gradnorm": "0.5169"}} | |
| {"squeezenet1_0": {"ghn2": "0.100", "ghn2-paramnorm": "83.2744", "ghn3-t": "0.100", "ghn3-t-paramnorm": "67.9505", "ghn3": "0.112", "ghn3-paramnorm": "72.1426", "ghn3-sgd1ep": "4.060", "ghn3-sgd10ep": "35.120", "randinit-sgd1ep": "5.040", "randinit-sota": "58.092", "randinit-paramnorm": "77.4554", "randinit-gradnorm": "8.1550"}} | |
| {"squeezenet1_1": {"ghn2": "0.100", "ghn2-paramnorm": "83.6581", "ghn3-t": "0.100", "ghn3-t-paramnorm": "69.3108", "ghn3": "0.100", "ghn3-paramnorm": "71.4170", "ghn3-sgd1ep": "3.330", "ghn3-sgd10ep": "33.990", "randinit-sgd1ep": "3.730", "randinit-sota": "58.178", "randinit-paramnorm": "77.1589", "randinit-gradnorm": "4.3689"}} | |
| {"shufflenet_v2_x0_5": {"ghn2": "0.130", "ghn2-paramnorm": "176.9187", "ghn3-t": "0.076", "ghn3-t-paramnorm": "67.7882", "ghn3": "0.120", "ghn3-paramnorm": "83.4845", "ghn3-sgd1ep": "19.820", "ghn3-sgd10ep": "37.370", "randinit-sgd1ep": "14.610", "randinit-sota": "60.552", "randinit-paramnorm": "75.0880", "randinit-gradnorm": "34.4603"}} | |
| {"mobilenet_v3_small": {"ghn2": "0.144", "ghn2-paramnorm": "192.2426", "ghn3-t": "0.114", "ghn3-t-paramnorm": "73.2573", "ghn3": "0.114", "ghn3-paramnorm": "78.9871", "ghn3-sgd1ep": "15.740", "ghn3-sgd10ep": "40.310", "randinit-sgd1ep": "17.420", "randinit-sota": "67.668", "randinit-paramnorm": "134.4113", "randinit-gradnorm": "1.5705"}} | |
| {"mnasnet0_5": {"ghn2": "0.130", "ghn2-paramnorm": "217.9006", "ghn3-t": "0.108", "ghn3-t-paramnorm": "82.1230", "ghn3": "0.126", "ghn3-paramnorm": "90.4963", "ghn3-sgd1ep": "26.900", "ghn3-sgd10ep": "47.410", "randinit-sgd1ep": "17.510", "randinit-sota": "67.734", "randinit-paramnorm": "146.8602", "randinit-gradnorm": "112.8735"}} | |
| {"vgg11": {"ghn2": "0.104", "ghn2-paramnorm": "49.8053", "ghn3-t": "0.100", "ghn3-t-paramnorm": "56.8507", "ghn3": "0.124", "ghn3-paramnorm": "67.9854", "ghn3-sgd1ep": "22.910", "ghn3-sgd10ep": "54.030", "randinit-sgd1ep": "12.150", "randinit-sota": "69.020", "randinit-paramnorm": "128.8612", "randinit-gradnorm": "7.5863"}} | |
| {"shufflenet_v2_x1_0": {"ghn2": "0.084", "ghn2-paramnorm": "190.0035", "ghn3-t": "0.118", "ghn3-t-paramnorm": "62.3746", "ghn3": "0.104", "ghn3-paramnorm": "85.5222", "ghn3-sgd1ep": "30.440", "ghn3-sgd10ep": "49.820", "randinit-sgd1ep": "20.540", "randinit-sota": "69.362", "randinit-paramnorm": "105.4824", "randinit-gradnorm": "43.8994"}} | |
| {"resnet18": {"ghn2": "0.308", "ghn2-paramnorm": "146.9574", "ghn3-t": "0.354", "ghn3-t-paramnorm": "54.9382", "ghn3": "2.210", "ghn3-paramnorm": "73.9089", "ghn3-sgd1ep": "41.630", "ghn3-sgd10ep": "56.670", "randinit-sgd1ep": "22.390", "randinit-sota": "69.758", "randinit-paramnorm": "113.2284", "randinit-gradnorm": "19.3325"}} | |
| {"googlenet": {"ghn2": "0.828", "ghn2-paramnorm": "212.2963", "ghn3-t": "0.502", "ghn3-t-paramnorm": "80.6939", "ghn3": "2.122", "ghn3-paramnorm": "98.2371", "ghn3-sgd1ep": "36.640", "ghn3-sgd10ep": "57.410", "randinit-sgd1ep": "21.070", "randinit-sota": "69.778", "randinit-paramnorm": "108.3137", "randinit-gradnorm": "39.4897"}} | |
| {"vgg13": {"ghn2": "0.106", "ghn2-paramnorm": "49.3945", "ghn3-t": "0.096", "ghn3-t-paramnorm": "57.6616", "ghn3": "0.116", "ghn3-paramnorm": "59.8383", "ghn3-sgd1ep": "24.040", "ghn3-sgd10ep": "40.470", "randinit-sgd1ep": "12.140", "randinit-sota": "69.928", "randinit-paramnorm": "130.3536", "randinit-gradnorm": "6.9106"}} | |
| {"vgg11_bn": {"ghn2": "0.088", "ghn2-paramnorm": "71.7566", "ghn3-t": "0.142", "ghn3-t-paramnorm": "59.2845", "ghn3": "0.112", "ghn3-paramnorm": "64.6145", "ghn3-sgd1ep": "24.910", "ghn3-sgd10ep": "56.280", "randinit-sgd1ep": "12.270", "randinit-sota": "70.370", "randinit-paramnorm": "139.1508", "randinit-gradnorm": "68.8562"}} | |
| {"mnasnet0_75": {"ghn2": "0.118", "ghn2-paramnorm": "240.4430", "ghn3-t": "0.140", "ghn3-t-paramnorm": "82.1427", "ghn3": "0.130", "ghn3-paramnorm": "105.2033", "ghn3-sgd1ep": "29.800", "ghn3-sgd10ep": "52.770", "randinit-sgd1ep": "18.210", "randinit-sota": "71.180", "randinit-paramnorm": "176.6474", "randinit-gradnorm": "150.1600"}} | |
| {"vgg13_bn": {"ghn2": "0.084", "ghn2-paramnorm": "72.4024", "ghn3-t": "0.120", "ghn3-t-paramnorm": "59.9568", "ghn3": "0.092", "ghn3-paramnorm": "66.5944", "ghn3-sgd1ep": "26.990", "ghn3-sgd10ep": "57.860", "randinit-sgd1ep": "10.890", "randinit-sota": "71.586", "randinit-paramnorm": "141.2079", "randinit-gradnorm": "82.3555"}} | |
| {"vgg16": {"ghn2": "0.106", "ghn2-paramnorm": "50.8021", "ghn3-t": "0.100", "ghn3-t-paramnorm": "57.2215", "ghn3": "0.116", "ghn3-paramnorm": "62.9869", "ghn3-sgd1ep": "21.380", "ghn3-sgd10ep": "54.310", "randinit-sgd1ep": "9.170", "randinit-sota": "71.592", "randinit-paramnorm": "139.8461", "randinit-gradnorm": "7.6113"}} | |
| {"mobilenet_v2": {"ghn2": "0.140", "ghn2-paramnorm": "252.0930", "ghn3-t": "0.160", "ghn3-t-paramnorm": "78.2470", "ghn3": "0.120", "ghn3-paramnorm": "110.2649", "ghn3-sgd1ep": "27.870", "ghn3-sgd10ep": "51.370", "randinit-sgd1ep": "22.320", "randinit-sota": "71.878", "randinit-paramnorm": "185.6292", "randinit-gradnorm": "50.0538"}} | |
| {"vgg19": {"ghn2": "0.100", "ghn2-paramnorm": "51.9355", "ghn3-t": "0.106", "ghn3-t-paramnorm": "57.8253", "ghn3": "0.090", "ghn3-paramnorm": "64.5850", "ghn3-sgd1ep": "16.310", "ghn3-sgd10ep": "51.830", "randinit-sgd1ep": "6.060", "randinit-sota": "72.376", "randinit-paramnorm": "148.7168", "randinit-gradnorm": "15.1202"}} | |
| {"regnet_x_400mf": {"ghn2": "0.108", "ghn2-paramnorm": "220.0696", "ghn3-t": "0.182", "ghn3-t-paramnorm": "65.4033", "ghn3": "0.100", "ghn3-paramnorm": "104.0136", "ghn3-sgd1ep": "30.140", "ghn3-sgd10ep": "54.150", "randinit-sgd1ep": "17.070", "randinit-sota": "72.834", "randinit-paramnorm": "209.4219", "randinit-gradnorm": "91.7571"}} | |
| {"shufflenet_v2_x1_5": {"ghn2": "0.072", "ghn2-paramnorm": "204.5526", "ghn3-t": "0.094", "ghn3-t-paramnorm": "73.5700", "ghn3": "0.074", "ghn3-paramnorm": "84.9610", "ghn3-sgd1ep": "31.430", "ghn3-sgd10ep": "53.810", "randinit-sgd1ep": "22.760", "randinit-sota": "72.996", "randinit-paramnorm": "126.3151", "randinit-gradnorm": "50.4055"}} | |
| {"resnet34": {"ghn2": "0.300", "ghn2-paramnorm": "159.1570", "ghn3-t": "0.508", "ghn3-t-paramnorm": "51.8167", "ghn3": "1.698", "ghn3-paramnorm": "75.9910", "ghn3-sgd1ep": "41.250", "ghn3-sgd10ep": "59.640", "randinit-sgd1ep": "21.230", "randinit-sota": "73.314", "randinit-paramnorm": "154.7850", "randinit-gradnorm": "44.9531"}} | |
| {"vgg16_bn": {"ghn2": "0.098", "ghn2-paramnorm": "76.0279", "ghn3-t": "0.104", "ghn3-t-paramnorm": "60.8125", "ghn3": "0.112", "ghn3-paramnorm": "75.7611", "ghn3-sgd1ep": "22.670", "ghn3-sgd10ep": "57.660", "randinit-sgd1ep": "12.060", "randinit-sota": "73.360", "randinit-paramnorm": "154.1875", "randinit-gradnorm": "132.3018"}} | |
| {"mnasnet1_0": {"ghn2": "0.132", "ghn2-paramnorm": "272.2060", "ghn3-t": "0.154", "ghn3-t-paramnorm": "78.8487", "ghn3": "0.084", "ghn3-paramnorm": "117.6446", "ghn3-sgd1ep": "28.790", "ghn3-sgd10ep": "54.420", "randinit-sgd1ep": "21.090", "randinit-sota": "73.456", "randinit-paramnorm": "199.2217", "randinit-gradnorm": "146.3921"}} | |
| {"mobilenet_v3_large": {"ghn2": "0.096", "ghn2-paramnorm": "225.0761", "ghn3-t": "0.160", "ghn3-t-paramnorm": "83.5840", "ghn3": "0.136", "ghn3-paramnorm": "87.0672", "ghn3-sgd1ep": "18.390", "ghn3-sgd10ep": "43.150", "randinit-sgd1ep": "23.930", "randinit-sota": "74.042", "randinit-paramnorm": "187.3050", "randinit-gradnorm": "3.0520"}} | |
| {"regnet_y_400mf": {"ghn2": "0.116", "ghn2-paramnorm": "200.0685", "ghn3-t": "0.114", "ghn3-t-paramnorm": "114.1110", "ghn3": "0.120", "ghn3-paramnorm": "109.9778", "ghn3-sgd1ep": "30.880", "ghn3-sgd10ep": "56.040", "randinit-sgd1ep": "20.300", "randinit-sota": "74.046", "randinit-paramnorm": "203.0701", "randinit-gradnorm": "46.5323"}} | |
| {"vgg19_bn": {"ghn2": "0.122", "ghn2-paramnorm": "81.2126", "ghn3-t": "0.082", "ghn3-t-paramnorm": "62.4320", "ghn3": "0.110", "ghn3-paramnorm": "73.9692", "ghn3-sgd1ep": "20.420", "ghn3-sgd10ep": "56.640", "randinit-sgd1ep": "11.960", "randinit-sota": "74.218", "randinit-paramnorm": "166.1625", "randinit-gradnorm": "226.1298"}} | |
| {"densenet121": {"ghn2": "0.196", "ghn2-paramnorm": "266.3553", "ghn3-t": "0.164", "ghn3-t-paramnorm": "68.6535", "ghn3": "0.138", "ghn3-paramnorm": "94.9793", "ghn3-sgd1ep": "31.910", "ghn3-sgd10ep": "59.260", "randinit-sgd1ep": "25.130", "randinit-sota": "74.434", "randinit-paramnorm": "250.3100", "randinit-gradnorm": "24.7564"}} | |
| {"regnet_x_800mf": {"ghn2": "0.112", "ghn2-paramnorm": "250.7043", "ghn3-t": "0.196", "ghn3-t-paramnorm": "74.3295", "ghn3": "0.118", "ghn3-paramnorm": "99.1204", "ghn3-sgd1ep": "31.410", "ghn3-sgd10ep": "58.310", "randinit-sgd1ep": "21.180", "randinit-sota": "75.212", "randinit-paramnorm": "205.5253", "randinit-gradnorm": "62.8948"}} | |
| {"densenet169": {"ghn2": "0.158", "ghn2-paramnorm": "294.4788", "ghn3-t": "0.180", "ghn3-t-paramnorm": "92.4347", "ghn3": "0.152", "ghn3-paramnorm": "99.6095", "ghn3-sgd1ep": "31.530", "ghn3-sgd10ep": "61.920", "randinit-sgd1ep": "24.560", "randinit-sota": "75.600", "randinit-paramnorm": "328.5567", "randinit-gradnorm": "24.4277"}} | |
| {"vit_b_32": {"ghn2": "0.076", "ghn2-paramnorm": "249.8991", "ghn3-t": "0.144", "ghn3-t-paramnorm": "87.3511", "ghn3": "0.128", "ghn3-paramnorm": "358.9108", "ghn3-sgd1ep": "6.300", "ghn3-sgd10ep": "27.180", "randinit-sgd1ep": "8.000", "randinit-sota": "75.912", "randinit-paramnorm": "257.6234", "randinit-gradnorm": "3.4246"}} | |
| {"resnet50": {"ghn2": "1.080", "ghn2-paramnorm": "286.4883", "ghn3-t": "10.442", "ghn3-t-paramnorm": "78.6197", "ghn3": "19.996", "ghn3-paramnorm": "108.4530", "ghn3-sgd1ep": "43.690", "ghn3-sgd10ep": "59.230", "randinit-sgd1ep": "18.190", "randinit-sota": "76.130", "randinit-paramnorm": "268.3399", "randinit-gradnorm": "181.1371"}} | |
| {"shufflenet_v2_x2_0": {"ghn2": "0.116", "ghn2-paramnorm": "223.9828", "ghn3-t": "0.078", "ghn3-t-paramnorm": "97.6986", "ghn3": "0.138", "ghn3-paramnorm": "100.9075", "ghn3-sgd1ep": "32.050", "ghn3-sgd10ep": "56.780", "randinit-sgd1ep": "22.350", "randinit-sota": "76.230", "randinit-paramnorm": "151.0330", "randinit-gradnorm": "56.6296"}} | |
| {"regnet_y_800mf": {"ghn2": "0.102", "ghn2-paramnorm": "182.3202", "ghn3-t": "0.162", "ghn3-t-paramnorm": "125.5785", "ghn3": "0.090", "ghn3-paramnorm": "127.5576", "ghn3-sgd1ep": "31.910", "ghn3-sgd10ep": "59.230", "randinit-sgd1ep": "23.450", "randinit-sota": "76.420", "randinit-paramnorm": "212.3254", "randinit-gradnorm": "30.9196"}} | |
| {"mnasnet1_3": {"ghn2": "0.194", "ghn2-paramnorm": "283.3619", "ghn3-t": "0.146", "ghn3-t-paramnorm": "87.7367", "ghn3": "0.122", "ghn3-paramnorm": "114.1366", "ghn3-sgd1ep": "29.340", "ghn3-sgd10ep": "57.900", "randinit-sgd1ep": "23.820", "randinit-sota": "76.506", "randinit-paramnorm": "226.1586", "randinit-gradnorm": "185.5810"}} | |
| {"densenet201": {"ghn2": "0.102", "ghn2-paramnorm": "240.6828", "ghn3-t": "0.176", "ghn3-t-paramnorm": "98.4911", "ghn3": "0.136", "ghn3-paramnorm": "103.1221", "ghn3-sgd1ep": "32.130", "ghn3-sgd10ep": "62.260", "randinit-sgd1ep": "25.030", "randinit-sota": "76.896", "randinit-paramnorm": "385.8958", "randinit-gradnorm": "28.0418"}} | |
| {"vit_l_32": {"ghn2": "0.114", "ghn2-paramnorm": "358.0088", "ghn3-t": "0.082", "ghn3-t-paramnorm": "120.1227", "ghn3": "0.122", "ghn3-paramnorm": "512.3192", "ghn3-sgd1ep": "6.530", "ghn3-sgd10ep": "26.350", "randinit-sgd1ep": "7.250", "randinit-sota": "76.972", "randinit-paramnorm": "418.2098", "randinit-gradnorm": "4.0389"}} | |
| {"regnet_x_1_6gf": {"ghn2": "0.100", "ghn2-paramnorm": "236.3330", "ghn3-t": "0.122", "ghn3-t-paramnorm": "85.5743", "ghn3": "0.282", "ghn3-paramnorm": "115.3575", "ghn3-sgd1ep": "34.350", "ghn3-sgd10ep": "59.960", "randinit-sgd1ep": "23.510", "randinit-sota": "77.040", "randinit-paramnorm": "221.7853", "randinit-gradnorm": "68.8063"}} | |
| {"densenet161": {"ghn2": "0.128", "ghn2-paramnorm": "304.7358", "ghn3-t": "0.154", "ghn3-t-paramnorm": "98.4571", "ghn3": "0.200", "ghn3-paramnorm": "94.2412", "ghn3-sgd1ep": "33.750", "ghn3-sgd10ep": "63.720", "randinit-sgd1ep": "25.120", "randinit-sota": "77.138", "randinit-paramnorm": "388.8349", "randinit-gradnorm": "31.5723"}} | |
| {"inception_v3": {"ghn2": "0.124", "ghn2-paramnorm": "246.1368", "ghn3-t": "4.134", "ghn3-t-paramnorm": "120.0401", "ghn3": "0.372", "ghn3-paramnorm": "118.0063", "ghn3-sgd1ep": "40.610", "ghn3-sgd10ep": "62.570", "randinit-sgd1ep": "8.110", "randinit-sota": "77.294", "randinit-paramnorm": "157.5354", "randinit-gradnorm": "97.3030"}} | |
| {"resnet101": {"ghn2": "1.460", "ghn2-paramnorm": "432.1465", "ghn3-t": "5.408", "ghn3-t-paramnorm": "94.8263", "ghn3": "18.854", "ghn3-paramnorm": "117.2542", "ghn3-sgd1ep": "43.150", "ghn3-sgd10ep": "60.020", "randinit-sgd1ep": "17.450", "randinit-sota": "77.374", "randinit-paramnorm": "387.6821", "randinit-gradnorm": "659.0756"}} | |
| {"resnext50_32x4d": {"ghn2": "0.124", "ghn2-paramnorm": "277.7941", "ghn3-t": "0.172", "ghn3-t-paramnorm": "85.3697", "ghn3": "0.160", "ghn3-paramnorm": "104.4848", "ghn3-sgd1ep": "32.380", "ghn3-sgd10ep": "61.890", "randinit-sgd1ep": "20.810", "randinit-sota": "77.618", "randinit-paramnorm": "282.8272", "randinit-gradnorm": "214.7713"}} | |
| {"efficientnet_b0": {"ghn2": "0.136", "ghn2-paramnorm": "299.3864", "ghn3-t": "0.114", "ghn3-t-paramnorm": "110.6215", "ghn3": "0.124", "ghn3-paramnorm": "138.0075", "ghn3-sgd1ep": "22.830", "ghn3-sgd10ep": "53.840", "randinit-sgd1ep": "24.640", "randinit-sota": "77.692", "randinit-paramnorm": "248.6032", "randinit-gradnorm": "77.2922"}} | |
| {"regnet_y_1_6gf": {"ghn2": "0.088", "ghn2-paramnorm": "221.0246", "ghn3-t": "0.106", "ghn3-t-paramnorm": "145.5751", "ghn3": "0.166", "ghn3-paramnorm": "124.4934", "ghn3-sgd1ep": "32.350", "ghn3-sgd10ep": "62.010", "randinit-sgd1ep": "23.360", "randinit-sota": "77.950", "randinit-paramnorm": "284.0341", "randinit-gradnorm": "142.7499"}} | |
| {"resnet152": {"ghn2": "1.206", "ghn2-paramnorm": "529.9595", "ghn3-t": "3.218", "ghn3-t-paramnorm": "103.8510", "ghn3": "17.074", "ghn3-paramnorm": "123.9124", "ghn3-sgd1ep": "43.270", "ghn3-sgd10ep": "60.020", "randinit-sgd1ep": "16.890", "randinit-sota": "78.312", "randinit-paramnorm": "468.4060", "randinit-gradnorm": "1479.5481"}} | |
| {"regnet_x_3_2gf": {"ghn2": "0.084", "ghn2-paramnorm": "266.7951", "ghn3-t": "0.198", "ghn3-t-paramnorm": "106.4458", "ghn3": "0.868", "ghn3-paramnorm": "114.0166", "ghn3-sgd1ep": "35.360", "ghn3-sgd10ep": "61.890", "randinit-sgd1ep": "22.460", "randinit-sota": "78.364", "randinit-paramnorm": "269.6582", "randinit-gradnorm": "125.8765"}} | |
| {"wide_resnet50_2": {"ghn2": "0.514", "ghn2-paramnorm": "317.9619", "ghn3-t": "10.768", "ghn3-t-paramnorm": "82.6208", "ghn3": "22.640", "ghn3-paramnorm": "108.5524", "ghn3-sgd1ep": "44.020", "ghn3-sgd10ep": "62.200", "randinit-sgd1ep": "19.650", "randinit-sota": "78.468", "randinit-paramnorm": "307.6332", "randinit-gradnorm": "182.9467"}} | |
| {"efficientnet_b1": {"ghn2": "0.098", "ghn2-paramnorm": "334.6636", "ghn3-t": "0.094", "ghn3-t-paramnorm": "121.7426", "ghn3": "0.078", "ghn3-paramnorm": "150.3626", "ghn3-sgd1ep": "19.790", "ghn3-sgd10ep": "54.820", "randinit-sgd1ep": "24.000", "randinit-sota": "78.642", "randinit-paramnorm": "303.5588", "randinit-gradnorm": "158.7729"}} | |
| {"wide_resnet101_2": {"ghn2": "0.704", "ghn2-paramnorm": "473.8274", "ghn3-t": "6.170", "ghn3-t-paramnorm": "102.8062", "ghn3": "18.594", "ghn3-paramnorm": "118.1640", "ghn3-sgd1ep": "43.110", "ghn3-sgd10ep": "62.630", "randinit-sgd1ep": "20.770", "randinit-sota": "78.848", "randinit-paramnorm": "446.0980", "randinit-gradnorm": "694.4945"}} | |
| {"regnet_y_3_2gf": {"ghn2": "0.100", "ghn2-paramnorm": "271.7535", "ghn3-t": "0.092", "ghn3-t-paramnorm": "138.4625", "ghn3": "0.272", "ghn3-paramnorm": "146.1418", "ghn3-sgd1ep": "38.020", "ghn3-sgd10ep": "64.130", "randinit-sgd1ep": "26.720", "randinit-sota": "78.948", "randinit-paramnorm": "314.2869", "randinit-gradnorm": "76.9324"}} | |
| {"resnext101_32x8d": {"ghn2": "0.132", "ghn2-paramnorm": "366.1924", "ghn3-t": "0.124", "ghn3-t-paramnorm": "141.0246", "ghn3": "0.156", "ghn3-paramnorm": "116.0500", "ghn3-sgd1ep": "35.270", "ghn3-sgd10ep": "54.150", "randinit-sgd1ep": "21.350", "randinit-sota": "79.312", "randinit-paramnorm": "483.2680", "randinit-gradnorm": "810.6002"}} | |
| {"regnet_x_8gf": {"ghn2": "0.288", "ghn2-paramnorm": "309.6454", "ghn3-t": "0.148", "ghn3-t-paramnorm": "115.9188", "ghn3": "0.374", "ghn3-paramnorm": "114.9479", "ghn3-sgd1ep": "42.010", "ghn3-sgd10ep": "64.700", "randinit-sgd1ep": "24.540", "randinit-sota": "79.344", "randinit-paramnorm": "324.7900", "randinit-gradnorm": "128.5205"}} | |
| {"vit_l_16": {"ghn2": "0.116", "ghn2-paramnorm": "374.6099", "ghn3-t": "0.058", "ghn3-t-paramnorm": "120.1431", "ghn3": "0.104", "ghn3-paramnorm": "511.7338", "ghn3-sgd1ep": "8.920", "ghn3-sgd10ep": "27.770", "randinit-sgd1ep": "11.150", "randinit-sota": "79.662", "randinit-paramnorm": "418.2762", "randinit-gradnorm": "3.9870"}} | |
| {"regnet_y_8gf": {"ghn2": "0.116", "ghn2-paramnorm": "313.7008", "ghn3-t": "0.118", "ghn3-t-paramnorm": "148.9196", "ghn3": "0.136", "ghn3-paramnorm": "153.8898", "ghn3-sgd1ep": "41.260", "ghn3-sgd10ep": "66.010", "randinit-sgd1ep": "28.340", "randinit-sota": "80.032", "randinit-paramnorm": "359.9648", "randinit-gradnorm": "86.1105"}} | |
| {"regnet_x_16gf": {"ghn2": "0.142", "ghn2-paramnorm": "351.5473", "ghn3-t": "1.310", "ghn3-t-paramnorm": "118.9493", "ghn3": "10.460", "ghn3-paramnorm": "122.6704", "ghn3-sgd1ep": "41.760", "ghn3-sgd10ep": "66.020", "randinit-sgd1ep": "24.540", "randinit-sota": "80.058", "randinit-paramnorm": "360.4078", "randinit-gradnorm": "181.2540"}} | |
| {"regnet_y_16gf": {"ghn2": "0.112", "ghn2-paramnorm": "360.5190", "ghn3-t": "0.178", "ghn3-t-paramnorm": "189.0088", "ghn3": "0.236", "ghn3-paramnorm": "170.1522", "ghn3-sgd1ep": "43.900", "ghn3-sgd10ep": "67.400", "randinit-sgd1ep": "27.520", "randinit-sota": "80.424", "randinit-paramnorm": "429.5803", "randinit-gradnorm": "127.3442"}} | |
| {"efficientnet_b2": {"ghn2": "0.108", "ghn2-paramnorm": "342.6041", "ghn3-t": "0.090", "ghn3-t-paramnorm": "141.3771", "ghn3": "0.088", "ghn3-paramnorm": "139.9369", "ghn3-sgd1ep": "20.060", "ghn3-sgd10ep": "55.340", "randinit-sgd1ep": "24.360", "randinit-sota": "80.608", "randinit-paramnorm": "316.8751", "randinit-gradnorm": "147.0658"}} | |
| {"regnet_x_32gf": {"ghn2": "0.142", "ghn2-paramnorm": "375.1170", "ghn3-t": "0.132", "ghn3-t-paramnorm": "129.4334", "ghn3": "0.162", "ghn3-paramnorm": "125.5922", "ghn3-sgd1ep": "38.620", "ghn3-sgd10ep": "66.450", "randinit-sgd1ep": "24.960", "randinit-sota": "80.622", "randinit-paramnorm": "436.1642", "randinit-gradnorm": "195.6032"}} | |
| {"regnet_y_32gf": {"ghn2": "0.134", "ghn2-paramnorm": "407.6347", "ghn3-t": "0.140", "ghn3-t-paramnorm": "195.4779", "ghn3": "0.116", "ghn3-paramnorm": "184.0326", "ghn3-sgd1ep": "43.190", "ghn3-sgd10ep": "68.050", "randinit-sgd1ep": "27.270", "randinit-sota": "80.878", "randinit-paramnorm": "492.6398", "randinit-gradnorm": "165.9047"}} | |
| {"vit_b_16": {"ghn2": "0.100", "ghn2-paramnorm": "238.4232", "ghn3-t": "0.156", "ghn3-t-paramnorm": "87.4414", "ghn3": "0.116", "ghn3-paramnorm": "366.0770", "ghn3-sgd1ep": "8.500", "ghn3-sgd10ep": "34.910", "randinit-sgd1ep": "11.060", "randinit-sota": "81.072", "randinit-paramnorm": "257.7018", "randinit-gradnorm": "3.4920"}} | |
| {"swin_t": {"ghn2": "0.092", "ghn2-paramnorm": "185.6114", "ghn3-t": "0.120", "ghn3-t-paramnorm": "72.5913", "ghn3": "0.100", "ghn3-paramnorm": "184.6902", "ghn3-sgd1ep": "19.200", "ghn3-sgd10ep": "45.490", "randinit-sgd1ep": "10.250", "randinit-sota": "81.474", "randinit-paramnorm": "154.0142", "randinit-gradnorm": "37.5023"}} | |
| {"efficientnet_b3": {"ghn2": "0.102", "ghn2-paramnorm": "370.2565", "ghn3-t": "0.074", "ghn3-t-paramnorm": "133.4612", "ghn3": "0.116", "ghn3-paramnorm": "156.6411", "ghn3-sgd1ep": "20.700", "ghn3-sgd10ep": "55.160", "randinit-sgd1ep": "23.890", "randinit-sota": "82.008", "randinit-paramnorm": "360.6617", "randinit-gradnorm": "218.2055"}} | |
| {"convnext_tiny": {"ghn2": "0.102", "ghn2-paramnorm": "159.4444", "ghn3-t": "0.158", "ghn3-t-paramnorm": "77.5166", "ghn3": "0.116", "ghn3-paramnorm": "219.8035", "ghn3-sgd1ep": "11.450", "ghn3-sgd10ep": "33.390", "randinit-sgd1ep": "3.250", "randinit-sota": "82.520", "randinit-paramnorm": "139.8765", "randinit-gradnorm": "17.3136"}} | |
| {"swin_s": {"ghn2": "0.098", "ghn2-paramnorm": "234.8206", "ghn3-t": "0.080", "ghn3-t-paramnorm": "87.2103", "ghn3": "0.088", "ghn3-paramnorm": "189.2839", "ghn3-sgd1ep": "17.230", "ghn3-sgd10ep": "43.580", "randinit-sgd1ep": "9.890", "randinit-sota": "83.196", "randinit-paramnorm": "203.5564", "randinit-gradnorm": "67.8630"}} | |
| {"resnext101_64x4d": {"ghn2": "0.080", "ghn2-paramnorm": "383.3449", "ghn3-t": "0.150", "ghn3-t-paramnorm": "135.4844", "ghn3": "0.104", "ghn3-paramnorm": "115.2008", "ghn3-sgd1ep": "34.290", "ghn3-sgd10ep": "63.710", "randinit-sgd1ep": "22.360", "randinit-sota": "83.246", "randinit-paramnorm": "482.2617", "randinit-gradnorm": "939.4108"}} | |
| {"efficientnet_b4": {"ghn2": "0.114", "ghn2-paramnorm": "396.1709", "ghn3-t": "0.110", "ghn3-t-paramnorm": "170.1403", "ghn3": "0.118", "ghn3-paramnorm": "169.3882", "ghn3-sgd1ep": "17.880", "ghn3-sgd10ep": "55.100", "randinit-sgd1ep": "22.010", "randinit-sota": "83.384", "randinit-paramnorm": "432.5108", "randinit-gradnorm": "547.7455"}} | |
| {"efficientnet_b5": {"ghn2": "0.078", "ghn2-paramnorm": "455.9082", "ghn3-t": "0.114", "ghn3-t-paramnorm": "185.7785", "ghn3": "0.104", "ghn3-paramnorm": "185.9708", "ghn3-sgd1ep": "10.000", "ghn3-sgd10ep": "46.710", "randinit-sgd1ep": "18.440", "randinit-sota": "83.444", "randinit-paramnorm": "508.9224", "randinit-gradnorm": "549.2057"}} | |
| {"swin_b": {"ghn2": "0.094", "ghn2-paramnorm": "272.7767", "ghn3-t": "0.114", "ghn3-t-paramnorm": "106.0562", "ghn3": "0.064", "ghn3-paramnorm": "232.2770", "ghn3-sgd1ep": "15.130", "ghn3-sgd10ep": "40.280", "randinit-sgd1ep": "6.600", "randinit-sota": "83.582", "randinit-paramnorm": "252.7751", "randinit-gradnorm": "90.9605"}} | |
| {"convnext_small": {"ghn2": "0.136", "ghn2-paramnorm": "223.4178", "ghn3-t": "0.156", "ghn3-t-paramnorm": "84.3831", "ghn3": "0.100", "ghn3-paramnorm": "286.9352", "ghn3-sgd1ep": "8.850", "ghn3-sgd10ep": "31.750", "randinit-sgd1ep": "2.570", "randinit-sota": "83.616", "randinit-paramnorm": "187.4106", "randinit-gradnorm": "18.6905"}} | |
| {"efficientnet_b6": {"ghn2": "0.094", "ghn2-paramnorm": "524.6729", "ghn3-t": "0.108", "ghn3-t-paramnorm": "236.2860", "ghn3": "0.120", "ghn3-paramnorm": "203.3379", "ghn3-sgd1ep": "6.880", "ghn3-sgd10ep": "43.700", "randinit-sgd1ep": "16.220", "randinit-sota": "84.008", "randinit-paramnorm": "580.7145", "randinit-gradnorm": "685.9788"}} | |
| {"convnext_base": {"ghn2": "0.098", "ghn2-paramnorm": "258.8298", "ghn3-t": "0.128", "ghn3-t-paramnorm": "103.0898", "ghn3": "0.118", "ghn3-paramnorm": "355.1909", "ghn3-sgd1ep": "5.080", "ghn3-sgd10ep": "28.200", "randinit-sgd1ep": "2.670", "randinit-sota": "84.062", "randinit-paramnorm": "235.5503", "randinit-gradnorm": "19.1458"}} | |
| {"efficientnet_b7": {"ghn2": "0.112", "ghn2-paramnorm": "545.8331", "ghn3-t": "0.080", "ghn3-t-paramnorm": "207.6548", "ghn3": "0.088", "ghn3-paramnorm": "239.4354", "ghn3-sgd1ep": "9.620", "ghn3-sgd10ep": "43.980", "randinit-sgd1ep": "14.840", "randinit-sota": "84.122", "randinit-paramnorm": "684.0398", "randinit-gradnorm": "1395.1357"}} | |
| {"efficientnet_v2_s": {"ghn2": "0.134", "ghn2-paramnorm": "412.2867", "ghn3-t": "0.094", "ghn3-t-paramnorm": "205.9876", "ghn3": "0.102", "ghn3-paramnorm": "182.7833", "ghn3-sgd1ep": "10.580", "ghn3-sgd10ep": "47.230", "randinit-sgd1ep": "21.140", "randinit-sota": "84.228", "randinit-paramnorm": "481.2141", "randinit-gradnorm": "102.3822"}} | |
| {"convnext_large": {"ghn2": "0.132", "ghn2-paramnorm": "305.8907", "ghn3-t": "0.106", "ghn3-t-paramnorm": "121.2777", "ghn3": "0.100", "ghn3-paramnorm": "399.8320", "ghn3-sgd1ep": "5.390", "ghn3-sgd10ep": "25.660", "randinit-sgd1ep": "2.000", "randinit-sota": "84.414", "randinit-paramnorm": "330.4662", "randinit-gradnorm": "24.0108"}} | |
| {"efficientnet_v2_m": {"ghn2": "0.120", "ghn2-paramnorm": "519.5174", "ghn3-t": "0.112", "ghn3-t-paramnorm": "268.4234", "ghn3": "0.086", "ghn3-paramnorm": "220.8799", "ghn3-sgd1ep": "10.570", "ghn3-sgd10ep": "46.360", "randinit-sgd1ep": "16.500", "randinit-sota": "85.112", "randinit-paramnorm": "664.6377", "randinit-gradnorm": "361.6094"}} | |
| {"efficientnet_v2_l": {"ghn2": "0.152", "ghn2-paramnorm": "671.0824", "ghn3-t": "0.094", "ghn3-t-paramnorm": "281.7064", "ghn3": "0.094", "ghn3-paramnorm": "278.3611", "ghn3-sgd1ep": "6.430", "ghn3-sgd10ep": "43.680", "randinit-sgd1ep": "12.600", "randinit-sota": "85.808", "randinit-paramnorm": "881.4385", "randinit-gradnorm": "776.2729"}} | |