hunk.code_window:         'vgg*',
           'vit_large*',
           'vit_base_patch8*',
           'xcit_large*',
           '*evob', '*evos', # remove experimental evonorm models, seem to cause issues with dtype manipulation
       ]
   @pytest.mark.timeout(120)
  
hunk.labels: keep keep keep keep replace keep keep keep keep
hunk.file_path: tests/test_models.py
hunk.type: replace
file: model,top1,top1_err,top5,top5_err,param_count,img_size,cropt_pct,interpolation
  beit_large_patch16_512,98.560,1.440,99.840,0.160,305.67,512,1.000,bicubic
  tf_efficientnet_l2_ns,98.540,1.460,99.820,0.180,480.31,800,0.960,bicubic
  beit_large_patch16_384,98.500,1.500,99.820,0.180,305.00,384,1.000,bicubic
  tf_efficientnet_l2_ns_475,98.490,1.510,99.830,0.170,480.31,475,0.936,bicubic
  vit_large_patch16_384,98.210,1.790,99.800,0.200,304.72,384,1.000,bicubic
  beit_large_patch16_224,98.170,1.830,99.760,0.240,304.43,224,0.900,bicubic
  swin_large_patch4_window12_384,98.020,1.980,99.690,0.310,196.74,384,1.000,bicubic
  tf_efficientnet_b7_ns,97.880,2.120,99.720,0.280,66.35,600,0.949,bicubic
  swin_base_patch4_window12_384,97.870,2.130,99.710,0.290,87.90,384,1.000,bicubic
  vit_large_r50_s32_384,97.860,2.140,99.670,0.330,329.09,384,1.000,bicubic
  beit_base_patch16_384,97.830,2.170,99.700,0.300,86.74,384,1.000,bicubic
  vit_base_patch16_384,97.830,2.170,99.670,0.330,86.86,384,1.000,bicubic
  tf_efficientnetv2_l_in21ft1k,97.680,2.320,99.670,0.330,118.52,480,1.000,bicubic
  tf_efficientnetv2_xl_in21ft1k,97.670,2.330,99.490,0.510,208.12,512,1.000,bicubic
  swin_large_patch4_window7_224,97.660,2.340,99.580,0.420,196.53,224,0.900,bicubic
  vit_large_patch16_224,97.640,2.360,99.590,0.410,304.33,224,0.900,bicubic
  ig_resnext101_32x48d,97.640,2.360,99.710,0.290,828.41,224,0.875,bilinear
  tf_efficientnet_b6_ns,97.630,2.370,99.580,0.420,43.04,528,0.942,bicubic
  dm_nfnet_f6,97.610,2.390,99.550,0.450,438.36,576,0.956,bicubic
  dm_nfnet_f4,97.570,2.430,99.510,0.490,316.07,512,0.951,bicubic
  dm_nfnet_f5,97.540,2.460,99.570,0.430,377.21,544,0.954,bicubic
  xcit_large_24_p8_384_dist,97.530,2.470,99.540,0.460,188.93,384,1.000,bicubic
  xcit_large_24_p16_384_dist,97.530,2.470,99.480,0.520,189.10,384,1.000,bicubic
  resnetv2_152x4_bitm,97.490,2.510,99.620,0.380,936.53,480,1.000,bilinear
  tf_efficientnet_b5_ns,97.490,2.510,99.630,0.370,30.39,456,0.934,bicubic
  cait_m48_448,97.480,2.520,99.550,0.450,356.46,448,1.000,bicubic
  tf_efficientnetv2_m_in21ft1k,97.480,2.520,99.530,0.470,54.14,480,1.000,bicubic
  cait_m36_384,97.400,2.600,99.510,0.490,271.22,384,1.000,bicubic
  ig_resnext101_32x32d,97.360,2.640,99.680,0.320,468.53,224,0.875,bilinear
  dm_nfnet_f3,97.350,2.650,99.560,0.440,254.92,416,0.940,bicubic
  cait_s36_384,97.340,2.660,99.530,0.470,68.37,384,1.000,bicubic
  xcit_medium_24_p8_384_dist,97.300,2.700,99.510,0.490,84.32,384,1.000,bicubic
  xcit_medium_24_p16_384_dist,97.280,2.720,99.460,0.540,84.40,384,1.000,bicubic
  tf_efficientnetv2_l,97.270,2.730,99.550,0.450,118.52,480,1.000,bicubic
  swin_base_patch4_window7_224,97.260,2.740,99.530,0.470,87.77,224,0.900,bicubic
  xcit_small_24_p8_384_dist,97.250,2.750,99.610,0.390,47.63,384,1.000,bicubic
  xcit_small_12_p8_384_dist,97.230,2.770,99.480,0.520,26.21,384,1.000,bicubic
  tf_efficientnet_b8,97.210,2.790,99.500,0.500,87.41,672,0.954,bicubic
  swsl_resnext101_32x8d,97.200,2.800,99.570,0.430,88.79,224,0.875,bilinear
  tf_efficientnet_b7_ap,97.200,2.800,99.540,0.460,66.35,600,0.949,bicubic
  vit_base_r50_s16_384,97.180,2.820,99.560,0.440,98.95,384,1.000,bicubic
  tf_efficientnetv2_m,97.140,2.860,99.410,0.590,54.14,480,1.000,bicubic
  xcit_small_24_p16_384_dist,97.130,2.870,99.450,0.550,47.67,384,1.000,bicubic
  tf_efficientnet_b8_ap,97.110,2.890,99.660,0.340,87.41,672,0.954,bicubic
  eca_nfnet_l2,97.090,2.910,99.510,0.490,56.72,384,1.000,bicubic
  ecaresnet269d,97.090,2.910,99.470,0.530,102.09,352,1.000,bicubic
  cait_s24_384,97.080,2.920,99.430,0.570,47.06,384,1.000,bicubic
  tf_efficientnet_b6_ap,97.080,2.920,99.620,0.380,43.04,528,0.942,bicubic
  beit_base_patch16_224,97.080,2.920,99.610,0.390,86.53,224,0.900,bicubic
  xcit_large_24_p8_224_dist,97.060,2.940,99.420,0.580,188.93,224,1.000,bicubic
  resnetv2_152x2_bitm,97.030,2.970,99.590,0.410,236.34,448,1.000,bilinear
  dm_nfnet_f2,97.030,2.970,99.440,0.560,193.78,352,0.920,bicubic
  resnetv2_101x3_bitm,97.020,2.980,99.490,0.510,387.93,448,1.000,bilinear
  tf_efficientnet_b7,97.010,2.990,99.520,0.480,66.35,600,0.949,bicubic
  efficientnetv2_rw_m,96.990,3.010,99.530,0.470,53.24,416,1.000,bicubic
  deit_base_distilled_patch16_384,96.970,3.030,99.490,0.510,87.63,384,1.000,bicubic
  xcit_small_12_p16_384_dist,96.940,3.060,99.400,0.600,26.25,384,1.000,bicubic
  tf_efficientnet_b4_ns,96.930,3.070,99.580,0.420,19.34,380,0.922,bicubic
  xcit_medium_24_p8_224_dist,96.930,3.070,99.390,0.610,84.32,224,1.000,bicubic
  resnetrs420,96.910,3.090,99.460,0.540,191.89,416,1.000,bicubic
  dm_nfnet_f1,96.890,3.110,99.410,0.590,132.63,320,0.910,bicubic
  vit_base_patch16_224,96.870,3.130,99.530,0.470,86.57,224,0.900,bicubic
  xcit_small_24_p8_224_dist,96.870,3.130,99.480,0.520,47.63,224,1.000,bicubic
  ig_resnext101_32x16d,96.820,3.180,99.600,0.400,194.03,224,0.875,bilinear
  resnetv2_152x2_bit_teacher_384,96.810,3.190,99.450,0.550,236.34,384,1.000,bicubic
  xcit_large_24_p16_224_dist,96.800,3.200,99.350,0.650,189.10,224,1.000,bicubic
  vit_large_r50_s32_224,96.790,3.210,99.350,0.650,328.99,224,0.900,bicubic
  seresnet152d,96.770,3.230,99.450,0.550,66.84,320,1.000,bicubic
  resnetrs350,96.760,3.240,99.360,0.640,163.96,384,1.000,bicubic
  resnet200d,96.740,3.260,99.340,0.660,64.69,320,1.000,bicubic
  tf_efficientnetv2_s_in21ft1k,96.740,3.260,99.420,0.580,21.46,384,1.000,bicubic
  resnetv2_50x3_bitm,96.730,3.270,99.540,0.460,217.32,448,1.000,bilinear
  eca_nfnet_l1,96.700,3.300,99.290,0.710,41.41,320,1.000,bicubic
  xcit_small_12_p8_224_dist,96.700,3.300,99.390,0.610,26.21,224,1.000,bicubic
  resnetrs270,96.690,3.310,99.350,0.650,129.86,352,1.000,bicubic
  vit_small_patch16_384,96.690,3.310,99.480,0.520,22.20,384,1.000,bicubic
  tf_efficientnet_b5_ap,96.680,3.320,99.460,0.540,30.39,456,0.934,bicubic
  vit_small_r26_s32_384,96.680,3.320,99.570,0.430,36.47,384,1.000,bicubic
  pit_b_distilled_224,96.670,3.330,99.350,0.650,74.79,224,0.900,bicubic
  tf_efficientnet_b6,96.670,3.330,99.370,0.630,43.04,528,0.942,bicubic
  resnest200e,96.620,3.380,99.350,0.650,70.20,320,0.909,bicubic
  resmlp_big_24_224_in22ft1k,96.620,3.380,99.510,0.490,129.14,224,0.875,bicubic
  xcit_medium_24_p16_224_dist,96.600,3.400,99.270,0.730,84.40,224,1.000,bicubic
  swsl_resnext101_32x16d,96.600,3.400,99.530,0.470,194.03,224,0.875,bilinear
  regnetz_d,96.590,3.410,99.380,0.620,27.58,320,0.950,bicubic
  resnetrs152,96.570,3.430,99.240,0.760,86.62,320,1.000,bicubic
  cait_xs24_384,96.560,3.440,99.420,0.580,26.67,384,1.000,bicubic
  xcit_tiny_24_p8_384_dist,96.550,3.450,99.320,0.680,12.11,384,1.000,bicubic
  efficientnetv2_rw_s,96.540,3.460,99.360,0.640,23.94,384,1.000,bicubic
  crossvit_18_dagger_408,96.530,3.470,99.260,0.740,44.61,408,1.000,bicubic
  resnest269e,96.520,3.480,99.350,0.650,110.93,416,0.928,bicubic
  resnetrs200,96.520,3.480,99.350,0.650,93.21,320,1.000,bicubic
  vit_base_patch32_384,96.500,3.500,99.410,0.590,88.30,384,1.000,bicubic
  resmlp_big_24_distilled_224,96.470,3.530,99.310,0.690,129.14,224,0.875,bicubic
  vit_base_patch16_224_miil,96.440,3.560,99.310,0.690,86.54,224,0.875,bilinear
  swsl_resnext101_32x4d,96.420,3.580,99.470,0.530,44.18,224,0.875,bilinear
  xcit_small_24_p8_224,96.400,3.600,99.140,0.860,47.63,224,1.000,bicubic
  xcit_large_24_p8_224,96.400,3.600,98.980,1.020,188.93,224,1.000,bicubic
  cait_s24_224,96.390,3.610,99.150,0.850,46.92,224,1.000,bicubic
  crossvit_15_dagger_408,96.390,3.610,99.160,0.840,28.50,408,1.000,bicubic
  tf_efficientnet_b3_ns,96.370,3.630,99.350,0.650,12.23,300,0.904,bicubic
  resnet152d,96.350,3.650,99.390,0.610,60.21,320,1.000,bicubic
  regnety_160,96.340,3.660,99.330,0.670,83.59,288,1.000,bicubic
  tf_efficientnet_b5,96.340,3.660,99.310,0.690,30.39,456,0.934,bicubic
  tf_efficientnetv2_s,96.340,3.660,99.200,0.800,21.46,384,1.000,bicubic
  ig_resnext101_32x8d,96.310,3.690,99.430,0.570,88.79,224,0.875,bilinear
  resnet101d,96.300,3.700,99.230,0.770,44.57,320,1.000,bicubic
  twins_svt_large,96.250,3.750,99.170,0.830,99.27,224,0.900,bicubic
  jx_nest_base,96.240,3.760,99.210,0.790,67.72,224,0.875,bicubic
  xcit_small_24_p16_224_dist,96.210,3.790,99.210,0.790,47.67,224,1.000,bicubic
  tf_efficientnet_b4_ap,96.170,3.830,99.280,0.720,19.34,380,0.922,bicubic
  efficientnet_b4,96.160,3.840,99.200,0.800,19.34,384,1.000,bicubic
  twins_svt_base,96.160,3.840,99.060,0.940,56.07,224,0.900,bicubic
  twins_pcpvt_large,96.150,3.850,99.190,0.810,60.99,224,0.900,bicubic
  deit_base_patch16_384,96.150,3.850,99.140,0.860,86.86,384,1.000,bicubic
  dm_nfnet_f0,96.140,3.860,99.250,0.750,71.49,256,0.900,bicubic
  nfnet_l0,96.130,3.870,99.240,0.760,35.07,288,1.000,bicubic
  resnetv2_50x1_bit_distilled,96.110,3.890,99.280,0.720,25.55,224,0.875,bicubic
  xcit_medium_24_p8_224,96.110,3.890,98.890,1.110,84.32,224,1.000,bicubic
  xcit_small_12_p8_224,96.110,3.890,99.160,0.840,26.21,224,1.000,bicubic
  deit_base_distilled_patch16_224,96.100,3.900,99.190,0.810,87.34,224,0.900,bicubic
  resnetv2_101x1_bitm,96.100,3.900,99.280,0.720,44.54,448,1.000,bilinear
  resnetv2_152x2_bit_teacher,96.090,3.910,99.270,0.730,236.34,224,0.875,bicubic
  xcit_tiny_12_p8_384_dist,96.060,3.940,99.140,0.860,6.71,384,1.000,bicubic
  xcit_small_12_p16_224_dist,96.030,3.970,99.130,0.870,26.25,224,1.000,bicubic
  regnety_032,95.980,4.020,99.190,0.810,19.44,288,1.000,bicubic
  jx_nest_small,95.970,4.030,99.040,0.960,38.35,224,0.875,bicubic
  tresnet_xl_448,95.970,4.030,99.120,0.880,78.44,448,0.875,bilinear
  eca_nfnet_l0,95.960,4.040,99.210,0.790,24.14,288,1.000,bicubic
  xcit_tiny_24_p16_384_dist,95.920,4.080,99.220,0.780,12.12,384,1.000,bicubic
  tf_efficientnet_b4,95.890,4.110,99.170,0.830,19.34,380,0.922,bicubic
  resnet51q,95.880,4.120,99.120,0.880,35.70,288,1.000,bilinear
  swsl_resnext50_32x4d,95.880,4.120,99.250,0.750,25.03,224,0.875,bilinear
  swin_small_patch4_window7_224,95.880,4.120,99.020,0.980,49.61,224,0.900,bicubic
  tresnet_l_448,95.870,4.130,99.120,0.880,55.99,448,0.875,bilinear
  cait_xxs36_384,95.860,4.140,99.090,0.910,17.37,384,1.000,bicubic
  resnest101e,95.860,4.140,99.210,0.790,48.28,256,0.875,bilinear
  vit_large_patch32_384,95.830,4.170,99.150,0.850,306.63,384,1.000,bicubic
  xcit_tiny_24_p8_224_dist,95.820,4.180,99.210,0.790,12.11,224,1.000,bicubic
  regnetz_c,95.800,4.200,99.100,0.900,13.46,320,0.940,bicubic
  ssl_resnext101_32x16d,95.800,4.200,99.180,0.820,194.03,224,0.875,bilinear
  twins_pcpvt_base,95.790,4.210,99.130,0.870,43.83,224,0.900,bicubic
  resnet61q,95.790,4.210,98.990,1.010,36.85,288,1.000,bicubic
  tf_efficientnet_b2_ns,95.750,4.250,99.120,0.880,9.11,260,0.890,bicubic
  gc_efficientnetv2_rw_t,95.740,4.260,99.020,0.980,13.68,288,1.000,bicubic
  tresnet_m,95.730,4.270,99.030,0.970,31.39,224,0.875,bilinear
  pnasnet5large,95.720,4.280,98.920,1.080,86.06,331,0.911,bicubic
  efficientnet_b3,95.720,4.280,99.040,0.960,12.23,320,1.000,bicubic
  nasnetalarge,95.680,4.320,98.930,1.070,88.75,331,0.911,bicubic
  xcit_tiny_24_p8_224,95.670,4.330,99.050,0.950,12.11,224,1.000,bicubic
  crossvit_15_dagger_240,95.670,4.330,98.820,1.180,28.21,240,0.875,bicubic
  vit_small_r26_s32_224,95.640,4.360,99.190,0.810,36.43,224,0.900,bicubic
  pit_b_224,95.630,4.370,98.670,1.330,73.76,224,0.900,bicubic
  resnetv2_101,95.630,4.370,98.990,1.010,44.54,224,0.950,bicubic
  efficientnetv2_rw_t,95.610,4.390,99.070,0.930,13.65,288,1.000,bicubic
  crossvit_18_dagger_240,95.560,4.440,99.060,0.940,44.27,240,0.875,bicubic
  convit_base,95.550,4.450,98.890,1.110,86.54,224,0.875,bicubic
  ecaresnet101d,95.540,4.460,99.130,0.870,44.57,224,0.875,bicubic
  coat_lite_small,95.530,4.470,98.860,1.140,19.84,224,0.900,bicubic
  levit_384,95.530,4.470,99.050,0.950,39.13,224,0.900,bicubic
  xcit_small_24_p16_224,95.530,4.470,98.770,1.230,47.67,224,1.000,bicubic
  xcit_medium_24_p16_224,95.520,4.480,98.770,1.230,84.40,224,1.000,bicubic
  crossvit_base_240,95.520,4.480,98.820,1.180,105.03,240,0.875,bicubic
  visformer_small,95.500,4.500,98.900,1.100,40.22,224,0.900,bicubic
  ecaresnet50t,95.500,4.500,99.120,0.880,25.57,320,0.950,bicubic
  ssl_resnext101_32x8d,95.470,4.530,99.120,0.880,88.79,224,0.875,bilinear
  crossvit_18_240,95.450,4.550,98.790,1.210,43.27,240,0.875,bicubic
  deit_base_patch16_224,95.440,4.560,98.840,1.160,86.57,224,0.900,bicubic
  tresnet_xl,95.440,4.560,99.060,0.940,78.44,224,0.875,bilinear
  ssl_resnext101_32x4d,95.430,4.570,99.130,0.870,44.18,224,0.875,bilinear
  resnetrs101,95.420,4.580,99.030,0.970,63.62,288,0.940,bicubic
  xcit_large_24_p16_224,95.410,4.590,98.630,1.370,189.10,224,1.000,bicubic
  swsl_resnet50,95.400,4.600,99.290,0.710,25.56,224,0.875,bilinear
  xcit_small_12_p16_224,95.400,4.600,98.830,1.170,26.25,224,1.000,bicubic
  vit_small_patch16_224,95.370,4.630,99.150,0.850,22.05,224,0.900,bicubic
  tf_efficientnet_b3_ap,95.320,4.680,98.900,1.100,12.23,300,0.904,bicubic
  mixer_b16_224_miil,95.310,4.690,98.890,1.110,59.88,224,0.875,bilinear
  tresnet_l,95.290,4.710,99.010,0.990,55.99,224,0.875,bilinear
  cait_xxs24_384,95.270,4.730,98.960,1.040,12.03,384,1.000,bicubic
  jx_nest_tiny,95.250,4.750,98.980,1.020,17.06,224,0.875,bicubic
  pit_s_distilled_224,95.240,4.760,99.050,0.950,24.04,224,0.900,bicubic
  twins_pcpvt_small,95.230,4.770,98.880,1.120,24.11,224,0.900,bicubic
  twins_svt_small,95.210,4.790,98.890,1.110,24.06,224,0.900,bicubic
  convit_small,95.180,4.820,98.920,1.080,27.78,224,0.875,bicubic
  tf_efficientnet_b1_ns,95.170,4.830,99.120,0.880,7.79,240,0.882,bicubic
  tf_efficientnetv2_b3,95.170,4.830,98.820,1.180,14.36,300,0.904,bicubic
  swin_tiny_patch4_window7_224,95.130,4.870,98.850,1.150,28.29,224,0.900,bicubic
  crossvit_15_240,95.120,4.880,98.930,1.070,27.53,240,0.875,bicubic
  efficientnet_el,95.120,4.880,98.980,1.020,10.59,300,0.904,bicubic
  gernet_l,95.110,4.890,98.900,1.100,31.08,256,0.875,bilinear
  xcit_tiny_12_p16_384_dist,95.110,4.890,99.020,0.980,6.72,384,1.000,bicubic
  convmixer_1536_20,95.080,4.920,99.030,0.970,51.63,224,0.960,bicubic
  xcit_tiny_12_p8_224_dist,95.080,4.920,98.910,1.090,6.71,224,1.000,bicubic
  ecaresnet101d_pruned,95.070,4.930,98.980,1.020,24.88,224,0.875,bicubic
  vit_small_patch32_384,95.060,4.940,98.990,1.010,22.92,384,1.000,bicubic
  legacy_senet154,95.060,4.940,98.830,1.170,115.09,224,0.875,bilinear
  regnetz_b,95.060,4.940,99.050,0.950,9.72,288,0.940,bicubic
  gluon_resnet152_v1s,95.050,4.950,98.930,1.070,60.32,224,0.875,bicubic
  halonet50ts,95.050,4.950,98.590,1.410,22.73,256,0.940,bicubic
  wide_resnet50_2,95.050,4.950,98.970,1.030,68.88,224,0.875,bicubic
  tnt_s_patch16_224,95.040,4.960,98.840,1.160,23.76,224,0.900,bicubic
  seresnext50_32x4d,95.030,4.970,98.890,1.110,27.56,224,0.875,bicubic
  levit_256,95.030,4.970,98.890,1.110,18.89,224,0.900,bicubic
  tf_efficientnet_b3,95.020,4.980,98.910,1.090,12.23,300,0.904,bicubic
  resnetv2_50x1_bitm,95.020,4.980,99.050,0.950,25.55,448,1.000,bilinear
  vit_base_patch32_224,95.010,4.990,99.020,0.980,88.22,224,0.900,bicubic
  coat_mini,94.990,5.010,98.780,1.220,10.34,224,0.900,bicubic
  tresnet_m_448,94.990,5.010,98.980,1.020,31.39,448,0.875,bilinear
  resnest50d_4s2x40d,94.950,5.050,99.070,0.930,30.42,224,0.875,bicubic
  rexnet_200,94.940,5.060,99.000,1.000,16.37,224,0.875,bicubic
  gluon_seresnext101_64x4d,94.940,5.060,98.820,1.180,88.23,224,0.875,bicubic
  gluon_senet154,94.930,5.070,98.770,1.230,115.09,224,0.875,bicubic
  gluon_seresnext101_32x4d,94.920,5.080,98.810,1.190,48.96,224,0.875,bicubic
  seresnet33ts,94.870,5.130,98.790,1.210,19.78,256,0.900,bicubic
  resmlp_36_distilled_224,94.870,5.130,98.860,1.140,44.69,224,0.875,bicubic
  gcresnet50t,94.860,5.140,98.800,1.200,25.90,256,0.900,bicubic
  ssl_resnext50_32x4d,94.860,5.140,98.870,1.130,25.03,224,0.875,bilinear
  tf_efficientnet_lite4,94.860,5.140,99.020,0.980,13.01,380,0.920,bilinear
  crossvit_small_240,94.830,5.170,99.020,0.980,26.86,240,0.875,bicubic
  resnest50d,94.830,5.170,98.880,1.120,27.48,224,0.875,bilinear
  lamhalobotnet50ts_256,94.800,5.200,98.550,1.450,22.57,256,0.950,bicubic
  sehalonet33ts,94.780,5.220,98.570,1.430,13.69,256,0.940,bicubic
  resnest50d_1s4x24d,94.770,5.230,98.980,1.020,25.68,224,0.875,bicubic
  ecaresnetlight,94.770,5.230,98.800,1.200,30.16,224,0.875,bicubic
  lambda_resnet50ts,94.770,5.230,98.470,1.530,21.54,256,0.950,bicubic
  halo2botnet50ts_256,94.760,5.240,98.660,1.340,22.64,256,0.950,bicubic
  gluon_resnet152_v1d,94.750,5.250,98.740,1.260,60.21,224,0.875,bicubic
  xcit_tiny_12_p8_224,94.710,5.290,98.830,1.170,6.71,224,1.000,bicubic
  deit_small_distilled_patch16_224,94.710,5.290,99.030,0.970,22.44,224,0.900,bicubic
  haloregnetz_b,94.710,5.290,98.660,1.340,11.68,224,0.940,bicubic
  gluon_resnet101_v1s,94.700,5.300,98.820,1.180,44.67,224,0.875,bicubic
  cspdarknet53,94.670,5.330,98.810,1.190,27.64,256,0.887,bilinear
  resmlp_big_24_224,94.650,5.350,98.490,1.510,129.14,224,0.875,bicubic
  gluon_resnext101_64x4d,94.640,5.360,98.670,1.330,83.46,224,0.875,bicubic
  efficientnet_b2,94.630,5.370,98.710,1.290,9.11,288,1.000,bicubic
  ecaresnet50d,94.620,5.380,98.890,1.110,25.58,224,0.875,bicubic
  efficientnet_b3_pruned,94.620,5.380,98.770,1.230,9.86,300,0.904,bicubic
  gernet_m,94.620,5.380,98.860,1.140,21.14,224,0.875,bilinear
  pit_s_224,94.580,5.420,98.720,1.280,23.46,224,0.900,bicubic
  repvgg_b3,94.570,5.430,98.790,1.210,123.09,224,0.875,bilinear
  nf_resnet50,94.560,5.440,98.790,1.210,25.56,288,0.940,bicubic
  seresnet50,94.560,5.440,98.750,1.250,28.09,224,0.875,bicubic
  regnety_320,94.550,5.450,98.850,1.150,145.05,224,0.875,bicubic
  inception_resnet_v2,94.540,5.460,98.790,1.210,55.84,299,0.897,bicubic
  gluon_resnext101_32x4d,94.540,5.460,98.630,1.370,44.18,224,0.875,bicubic
  repvgg_b3g4,94.530,5.470,98.960,1.040,83.83,224,0.875,bilinear
  xcit_tiny_24_p16_224_dist,94.520,5.480,98.790,1.210,12.12,224,1.000,bicubic
  convmixer_768_32,94.490,5.510,98.850,1.150,21.11,224,0.960,bicubic
  tf_efficientnet_b2_ap,94.490,5.510,98.620,1.380,9.11,260,0.890,bicubic
  regnety_120,94.480,5.520,98.810,1.190,51.82,224,0.875,bicubic
  gcresnext50ts,94.480,5.520,98.670,1.330,15.67,256,0.900,bicubic
  gcresnet33ts,94.480,5.520,98.780,1.220,19.88,256,0.900,bicubic
  cspresnext50,94.470,5.530,98.680,1.320,20.57,224,0.875,bilinear
  ssl_resnet50,94.470,5.530,98.920,1.080,25.56,224,0.875,bilinear
  rexnet_150,94.470,5.530,98.790,1.210,9.73,224,0.875,bicubic
  resmlp_24_distilled_224,94.450,5.550,98.770,1.230,30.02,224,0.875,bicubic
  resnetv2_50,94.440,5.560,98.730,1.270,25.55,224,0.950,bicubic
  regnetx_320,94.440,5.560,98.730,1.270,107.81,224,0.875,bicubic
  tf_efficientnetv2_b2,94.410,5.590,98.570,1.430,10.10,260,0.890,bicubic
  deit_small_patch16_224,94.400,5.600,98.690,1.310,22.05,224,0.900,bicubic
  tf_efficientnet_el,94.400,5.600,98.710,1.290,10.59,300,0.904,bicubic
  efficientnet_el_pruned,94.390,5.610,98.750,1.250,10.59,300,0.904,bicubic
  inception_v4,94.370,5.630,98.580,1.420,42.68,299,0.875,bicubic
  tf_efficientnet_b2,94.370,5.630,98.610,1.390,9.11,260,0.890,bicubic
  legacy_seresnext101_32x4d,94.350,5.650,98.630,1.370,48.96,224,0.875,bilinear
  resnet50,94.330,5.670,98.440,1.560,25.56,224,0.950,bicubic
  gluon_seresnext50_32x4d,94.330,5.670,98.620,1.380,27.56,224,0.875,bicubic
  ecaresnet26t,94.300,5.700,98.710,1.290,16.01,320,0.950,bicubic
  dpn107,94.300,5.700,98.470,1.530,86.92,224,0.875,bicubic
  xception71,94.290,5.710,98.640,1.360,42.34,299,0.903,bicubic
  resnetrs50,94.290,5.710,98.640,1.360,35.69,224,0.910,bicubic
  resnet50d,94.270,5.730,98.720,1.280,25.58,224,0.875,bicubic
  gluon_xception65,94.260,5.740,98.570,1.430,39.92,299,0.903,bicubic
  cait_xxs36_224,94.260,5.740,98.710,1.290,17.30,224,1.000,bicubic
  skresnext50_32x4d,94.260,5.740,98.470,1.530,27.48,224,0.875,bicubic
  regnetx_120,94.240,5.760,98.670,1.330,46.11,224,0.875,bicubic
  dpn92,94.220,5.780,98.730,1.270,37.67,224,0.875,bicubic
  ecaresnet50d_pruned,94.210,5.790,98.730,1.270,19.94,224,0.875,bicubic
  mixnet_xl,94.200,5.800,98.340,1.660,11.90,224,0.875,bicubic
  eca_resnet33ts,94.200,5.800,98.770,1.230,19.68,256,0.900,bicubic
  gluon_resnet101_v1d,94.200,5.800,98.570,1.430,44.57,224,0.875,bicubic
  resmlp_36_224,94.190,5.810,98.660,1.340,44.69,224,0.875,bicubic
  resnext50d_32x4d,94.190,5.810,98.570,1.430,25.05,224,0.875,bicubic
  tf_efficientnet_lite3,94.190,5.810,98.640,1.360,8.20,300,0.904,bilinear
  levit_192,94.180,5.820,98.560,1.440,10.95,224,0.900,bicubic
  regnety_080,94.180,5.820,98.680,1.320,39.18,224,0.875,bicubic
  ens_adv_inception_resnet_v2,94.160,5.840,98.610,1.390,55.84,299,0.897,bicubic
  gluon_resnet152_v1c,94.160,5.840,98.640,1.360,60.21,224,0.875,bicubic
  gmlp_s16_224,94.150,5.850,98.500,1.500,19.42,224,0.875,bicubic
  regnety_064,94.150,5.850,98.740,1.260,30.58,224,0.875,bicubic
  vit_base_patch16_sam_224,94.150,5.850,98.670,1.330,86.57,224,0.900,bicubic
  efficientnet_b2_pruned,94.140,5.860,98.520,1.480,8.31,260,0.890,bicubic
  dpn98,94.120,5.880,98.580,1.420,61.57,224,0.875,bicubic
  regnetx_160,94.120,5.880,98.740,1.260,54.28,224,0.875,bicubic
  nf_regnet_b1,94.120,5.880,98.620,1.380,10.22,288,0.900,bicubic
  resnext50_32x4d,94.110,5.890,98.350,1.650,25.03,224,0.875,bicubic
  ese_vovnet39b,94.090,5.910,98.660,1.340,24.57,224,0.875,bicubic
  gluon_resnet152_v1b,94.080,5.920,98.460,1.540,60.19,224,0.875,bicubic
  xcit_tiny_24_p16_224,94.080,5.920,98.510,1.490,12.12,224,1.000,bicubic
  coat_lite_mini,94.050,5.950,98.540,1.460,11.01,224,0.900,bicubic
  resmlp_24_224,94.020,5.980,98.330,1.670,30.02,224,0.875,bicubic
  dpn131,93.990,6.010,98.720,1.280,79.25,224,0.875,bicubic
  hrnet_w64,93.990,6.010,98.620,1.380,128.06,224,0.875,bilinear
  halonet26t,93.980,6.020,98.490,1.510,12.48,256,0.950,bicubic
  dla102x2,93.960,6.040,98.480,1.520,41.28,224,0.875,bilinear
  hrnet_w48,93.940,6.060,98.610,1.390,77.47,224,0.875,bilinear
  tf_efficientnetv2_b1,93.940,6.060,98.620,1.380,8.14,240,0.882,bicubic
  resnetblur50,93.930,6.070,98.580,1.420,25.56,224,0.875,bicubic
  tf_efficientnet_cc_b1_8e,93.920,6.080,98.250,1.750,39.72,240,0.882,bicubic
  rexnet_130,93.900,6.100,98.400,1.600,7.56,224,0.875,bicubic
  regnetx_064,93.890,6.110,98.630,1.370,26.21,224,0.875,bicubic
  regnetx_080,93.870,6.130,98.520,1.480,39.57,224,0.875,bicubic
  regnety_040,93.860,6.140,98.640,1.360,20.65,224,0.875,bicubic
  repvgg_b2g4,93.840,6.160,98.600,1.400,61.76,224,0.875,bilinear
  efficientnet_em,93.840,6.160,98.810,1.190,6.90,240,0.882,bicubic
  gluon_resnext50_32x4d,93.820,6.180,98.410,1.590,25.03,224,0.875,bicubic
  lambda_resnet26t,93.820,6.180,98.650,1.350,10.96,256,0.940,bicubic
  pit_xs_distilled_224,93.820,6.180,98.670,1.330,11.00,224,0.900,bicubic
  eca_botnext26ts_256,93.790,6.210,98.500,1.500,10.59,256,0.950,bicubic
  resnext101_32x8d,93.790,6.210,98.580,1.420,88.79,224,0.875,bilinear
  gluon_resnet50_v1d,93.780,6.220,98.400,1.600,25.58,224,0.875,bicubic
  xception65,93.770,6.230,98.360,1.640,39.92,299,0.903,bicubic
  cspresnet50,93.750,6.250,98.630,1.370,21.62,256,0.887,bilinear
  gluon_resnet101_v1b,93.730,6.270,98.400,1.600,44.55,224,0.875,bicubic
  wide_resnet101_2,93.720,6.280,98.540,1.460,126.89,224,0.875,bilinear
  res2net101_26w_4s,93.720,6.280,98.320,1.680,45.21,224,0.875,bilinear
  legacy_seresnext50_32x4d,93.720,6.280,98.580,1.420,27.56,224,0.875,bilinear
  lambda_resnet26rpt_256,93.720,6.280,98.500,1.500,10.99,256,0.940,bicubic
  tf_efficientnet_b1_ap,93.710,6.290,98.360,1.640,7.79,240,0.882,bicubic
  dpn68b,93.680,6.320,98.530,1.470,12.61,224,0.875,bicubic
  gluon_resnet101_v1c,93.660,6.340,98.410,1.590,44.57,224,0.875,bicubic
  vit_tiny_patch16_384,93.650,6.350,98.600,1.400,5.79,384,1.000,bicubic
  gluon_resnet50_v1s,93.630,6.370,98.470,1.530,25.68,224,0.875,bicubic
  tf_efficientnet_b0_ns,93.620,6.380,98.640,1.360,5.29,224,0.875,bicubic
  resnet33ts,93.600,6.400,98.530,1.470,19.68,256,0.900,bicubic
  cait_xxs24_224,93.590,6.410,98.440,1.560,11.96,224,1.000,bicubic
  hrnet_w44,93.580,6.420,98.700,1.300,67.06,224,0.875,bilinear
  coat_tiny,93.580,6.420,98.410,1.590,5.50,224,0.900,bicubic
  regnetx_040,93.550,6.450,98.560,1.440,22.12,224,0.875,bicubic
  hrnet_w32,93.520,6.480,98.440,1.560,41.23,224,0.875,bilinear
  eca_halonext26ts,93.510,6.490,98.280,1.720,10.76,256,0.940,bicubic
  tf_efficientnet_b1,93.510,6.490,98.360,1.640,7.79,240,0.882,bicubic
  dla102x,93.510,6.490,98.500,1.500,26.31,224,0.875,bilinear
  botnet26t_256,93.500,6.500,98.300,1.700,12.49,256,0.950,bicubic
  repvgg_b2,93.490,6.510,98.730,1.270,89.02,224,0.875,bilinear
  hrnet_w40,93.490,6.510,98.590,1.410,57.56,224,0.875,bilinear
  xcit_nano_12_p8_384_dist,93.480,6.520,98.520,1.480,3.05,384,1.000,bicubic
  xception,93.480,6.520,98.530,1.470,22.86,299,0.897,bicubic
  resnet32ts,93.470,6.530,98.490,1.510,17.96,256,0.900,bicubic
  gluon_inception_v3,93.460,6.540,98.560,1.440,23.83,299,0.875,bicubic
  res2net50_26w_8s,93.430,6.570,98.180,1.820,48.40,224,0.875,bilinear
  mixnet_l,93.430,6.570,98.220,1.780,7.33,224,0.875,bicubic
  legacy_seresnet152,93.420,6.580,98.340,1.660,66.82,224,0.875,bilinear
  xception41,93.410,6.590,98.420,1.580,26.97,299,0.903,bicubic
  xcit_tiny_12_p16_224_dist,93.400,6.600,98.490,1.510,6.72,224,1.000,bicubic
  res2net50_26w_6s,93.400,6.600,98.280,1.720,37.05,224,0.875,bilinear
  resnest26d,93.360,6.640,98.640,1.360,17.07,224,0.875,bilinear
  levit_128,93.340,6.660,98.380,1.620,9.21,224,0.900,bicubic
  dla169,93.340,6.660,98.600,1.400,53.39,224,0.875,bilinear
  repvgg_b1,93.330,6.670,98.510,1.490,57.42,224,0.875,bilinear
  tf_inception_v3,93.330,6.670,98.040,1.960,23.83,299,0.875,bicubic
  tv_resnet152,93.330,6.670,98.390,1.610,60.19,224,0.875,bilinear
  tf_mixnet_l,93.310,6.690,98.030,1.970,7.33,224,0.875,bicubic
  bat_resnext26ts,93.310,6.690,98.350,1.650,10.73,256,0.900,bicubic
  legacy_seresnet101,93.300,6.700,98.500,1.500,49.33,224,0.875,bilinear
  selecsls60b,93.290,6.710,98.280,1.720,32.77,224,0.875,bicubic
  efficientnet_b1,93.240,6.760,98.290,1.710,7.79,256,1.000,bicubic
  coat_lite_tiny,93.220,6.780,98.270,1.730,5.72,224,0.900,bicubic
  efficientnet_es,93.200,6.800,98.400,1.600,5.44,224,0.875,bicubic
  hrnet_w30,93.200,6.800,98.410,1.590,37.71,224,0.875,bilinear
  dla60_res2next,93.180,6.820,98.410,1.590,17.03,224,0.875,bilinear
  dla60_res2net,93.160,6.840,98.410,1.590,20.85,224,0.875,bilinear
  regnetx_032,93.120,6.880,98.390,1.610,15.30,224,0.875,bicubic
  pit_xs_224,93.120,6.880,98.320,1.680,10.62,224,0.900,bicubic
  tf_efficientnetv2_b0,93.110,6.890,98.390,1.610,7.14,224,0.875,bicubic
  dla60x,93.090,6.910,98.490,1.510,17.35,224,0.875,bilinear
  dla102,93.080,6.920,98.540,1.460,33.27,224,0.875,bilinear
  gluon_resnet50_v1c,93.030,6.970,98.370,1.630,25.58,224,0.875,bicubic
  regnety_016,93.030,6.970,98.360,1.640,11.20,224,0.875,bicubic
  rexnet_100,93.030,6.970,98.190,1.810,4.80,224,0.875,bicubic
  selecsls60,93.020,6.980,98.310,1.690,30.67,224,0.875,bicubic
  repvgg_b1g4,93.000,7.000,98.430,1.570,39.97,224,0.875,bilinear
  legacy_seresnet50,92.950,7.050,98.190,1.810,28.09,224,0.875,bilinear
  hardcorenas_f,92.950,7.050,98.160,1.840,8.20,224,0.875,bilinear
  tf_efficientnet_em,92.950,7.050,98.210,1.790,6.90,240,0.882,bicubic
  crossvit_9_dagger_240,92.920,7.080,98.250,1.750,8.78,240,0.875,bicubic
  adv_inception_v3,92.890,7.110,98.130,1.870,23.83,299,0.875,bicubic
  res2next50,92.850,7.150,98.180,1.820,24.67,224,0.875,bilinear
  gmixer_24_224,92.840,7.160,97.880,2.120,24.72,224,0.875,bicubic
  resmlp_12_distilled_224,92.830,7.170,98.140,1.860,15.35,224,0.875,bicubic
  tf_efficientnet_cc_b0_8e,92.820,7.180,98.180,1.820,24.01,224,0.875,bicubic
  seresnext26t_32x4d,92.810,7.190,98.370,1.630,16.81,224,0.875,bicubic
  tv_resnet101,92.810,7.190,98.230,1.770,44.55,224,0.875,bilinear
  efficientnet_b1_pruned,92.770,7.230,98.040,1.960,6.33,240,0.882,bicubic
  gcresnext26ts,92.770,7.230,98.270,1.730,10.48,256,0.900,bicubic
  tv_resnext50_32x4d,92.760,7.240,98.280,1.720,25.03,224,0.875,bilinear
  densenet201,92.750,7.250,98.240,1.760,20.01,224,0.875,bicubic
  resnet26t,92.750,7.250,98.240,1.760,16.01,256,0.940,bicubic
  seresnext26d_32x4d,92.740,7.260,98.150,1.850,16.81,224,0.875,bicubic
  inception_v3,92.720,7.280,97.960,2.040,23.83,299,0.875,bicubic
  res2net50_14w_8s,92.720,7.280,98.190,1.810,25.06,224,0.875,bilinear
  resnet34d,92.700,7.300,98.300,1.700,21.82,224,0.875,bicubic
  seresnext26ts,92.680,7.320,98.300,1.700,10.39,256,0.900,bicubic
  efficientnet_b0,92.670,7.330,98.080,1.920,5.29,224,0.875,bicubic
  eca_resnext26ts,92.660,7.340,98.260,1.740,10.30,256,0.900,bicubic
  tf_efficientnet_lite2,92.660,7.340,98.230,1.770,6.09,260,0.890,bicubic
  legacy_seresnext26_32x4d,92.630,7.370,98.120,1.880,16.79,224,0.875,bicubic
  tf_efficientnet_cc_b0_4e,92.620,7.380,98.080,1.920,13.31,224,0.875,bicubic
  tf_efficientnet_lite1,92.620,7.380,98.080,1.920,5.42,240,0.882,bicubic
  hardcorenas_e,92.580,7.420,98.110,1.890,8.07,224,0.875,bilinear
  res2net50_48w_2s,92.550,7.450,98.080,1.920,25.29,224,0.875,bilinear
  gluon_resnet50_v1b,92.540,7.460,98.190,1.810,25.56,224,0.875,bicubic
  densenet161,92.500,7.500,98.290,1.710,28.68,224,0.875,bicubic
  xcit_tiny_12_p16_224,92.490,7.510,98.250,1.750,6.72,224,1.000,bicubic
  res2net50_26w_4s,92.480,7.520,98.070,1.930,25.70,224,0.875,bilinear
  mixnet_m,92.440,7.560,97.870,2.130,5.01,224,0.875,bicubic
  convmixer_1024_20_ks9_p14,92.430,7.570,98.270,1.730,24.38,224,0.960,bicubic
  hardcorenas_d,92.420,7.580,98.070,1.930,7.50,224,0.875,bilinear
  mobilenetv2_120d,92.400,7.600,98.050,1.950,5.83,224,0.875,bicubic
  skresnet34,92.380,7.620,98.140,1.860,22.28,224,0.875,bicubic
  tf_mixnet_m,92.330,7.670,97.890,2.110,5.01,224,0.875,bicubic
  hrnet_w18,92.310,7.690,98.250,1.750,21.30,224,0.875,bilinear
  selecsls42b,92.300,7.700,98.140,1.860,32.46,224,0.875,bicubic
  mobilenetv3_large_100_miil,92.270,7.730,97.640,2.360,5.48,224,0.875,bilinear
  ese_vovnet19b_dw,92.270,7.730,98.100,1.900,6.54,224,0.875,bicubic
  tf_efficientnet_b0,92.230,7.770,98.000,2.000,5.29,224,0.875,bicubic
  tf_efficientnet_b0_ap,92.220,7.780,98.020,1.980,5.29,224,0.875,bicubic
  dla60,92.220,7.780,98.110,1.890,22.04,224,0.875,bilinear
  resmlp_12_224,92.190,7.810,98.160,1.840,15.35,224,0.875,bicubic
  regnetx_016,92.160,7.840,98.210,1.790,9.19,224,0.875,bicubic
  gernet_s,92.140,7.860,98.190,1.810,8.17,224,0.875,bilinear
  xcit_nano_12_p8_224_dist,92.100,7.900,98.160,1.840,3.05,224,1.000,bicubic
  resnet26d,92.050,7.950,97.960,2.040,16.01,224,0.875,bicubic
  vit_small_patch32_224,92.030,7.970,98.230,1.770,22.88,224,0.900,bicubic
  vit_tiny_r_s16_p8_384,92.030,7.970,98.290,1.710,6.36,384,1.000,bicubic
  dpn68,92.020,7.980,98.040,1.960,12.61,224,0.875,bicubic
  hardcorenas_c,92.020,7.980,97.840,2.160,5.52,224,0.875,bilinear
  tf_efficientnet_es,91.990,8.010,97.870,2.130,5.44,224,0.875,bicubic
  levit_128s,91.950,8.050,98.060,1.940,7.78,224,0.900,bicubic
  repvgg_a2,91.940,8.060,98.150,1.850,28.21,224,0.875,bilinear
  densenet169,91.910,8.090,98.100,1.900,14.15,224,0.875,bicubic
  densenetblur121d,91.910,8.090,98.090,1.910,8.00,224,0.875,bicubic
  tv_resnet50,91.890,8.110,98.040,1.960,25.56,224,0.875,bilinear
  mixer_b16_224,91.860,8.140,97.230,2.770,59.88,224,0.875,bicubic
  resnext26ts,91.860,8.140,97.930,2.070,10.30,256,0.900,bicubic
  xcit_nano_12_p16_384_dist,91.830,8.170,98.010,1.990,3.05,384,1.000,bicubic
  mobilenetv2_140,91.830,8.170,97.860,2.140,6.11,224,0.875,bicubic
  mixnet_s,91.820,8.180,97.690,2.310,4.13,224,0.875,bicubic
  vit_tiny_patch16_224,91.760,8.240,98.040,1.960,5.72,224,0.900,bicubic
  hardcorenas_b,91.740,8.260,97.780,2.220,5.18,224,0.875,bilinear
  resnest14d,91.730,8.270,97.870,2.130,10.61,224,0.875,bilinear
  regnety_008,91.710,8.290,98.180,1.820,6.26,224,0.875,bicubic
  densenet121,91.570,8.430,98.030,1.970,7.98,224,0.875,bicubic
  tf_mixnet_s,91.510,8.490,97.610,2.390,4.13,224,0.875,bicubic
  repvgg_b0,91.450,8.550,97.980,2.020,15.82,224,0.875,bilinear
  regnety_006,91.380,8.620,97.710,2.290,6.06,224,0.875,bicubic
  mobilenetv3_large_100,91.340,8.660,97.710,2.290,5.48,224,0.875,bicubic
  hardcorenas_a,91.340,8.660,97.860,2.140,5.26,224,0.875,bilinear
  semnasnet_100,91.280,8.720,97.570,2.430,3.89,224,0.875,bicubic
  tf_mobilenetv3_large_100,91.230,8.770,97.660,2.340,5.48,224,0.875,bilinear
  mobilenetv3_rw,91.210,8.790,97.660,2.340,5.48,224,0.875,bicubic
  efficientnet_es_pruned,91.190,8.810,97.740,2.260,5.44,224,0.875,bicubic
  hrnet_w18_small_v2,91.190,8.810,97.900,2.100,15.60,224,0.875,bilinear
  efficientnet_lite0,91.140,8.860,97.630,2.370,4.65,224,0.875,bicubic
  resnet26,91.130,8.870,97.740,2.260,16.00,224,0.875,bicubic
  resnet34,91.120,8.880,97.630,2.370,21.80,224,0.875,bilinear
  regnetx_008,91.050,8.950,97.710,2.290,7.26,224,0.875,bicubic
  tf_efficientnet_lite0,91.050,8.950,97.570,2.430,4.65,224,0.875,bicubic
  xcit_nano_12_p8_224,90.990,9.010,97.800,2.200,3.05,224,1.000,bicubic
  gluon_resnet34_v1b,90.990,9.010,97.650,2.350,21.80,224,0.875,bicubic
  mobilenetv2_110d,90.970,9.030,97.560,2.440,4.52,224,0.875,bicubic
  legacy_seresnet34,90.900,9.100,97.580,2.420,21.96,224,0.875,bilinear
  tv_densenet121,90.900,9.100,97.700,2.300,7.98,224,0.875,bicubic
  pit_ti_distilled_224,90.880,9.120,97.720,2.280,5.10,224,0.900,bicubic
  dla34,90.770,9.230,97.650,2.350,15.74,224,0.875,bilinear
  deit_tiny_distilled_patch16_224,90.730,9.270,97.580,2.420,5.91,224,0.900,bicubic
  fbnetc_100,90.720,9.280,97.210,2.790,5.57,224,0.875,bilinear
  swsl_resnet18,90.680,9.320,97.710,2.290,11.69,224,0.875,bilinear
  crossvit_9_240,90.660,9.340,97.740,2.260,8.55,240,0.875,bicubic
  convit_tiny,90.610,9.390,97.730,2.270,5.71,224,0.875,bicubic
  mnasnet_100,90.510,9.490,97.470,2.530,4.38,224,0.875,bicubic
  regnety_004,90.480,9.520,97.560,2.440,4.34,224,0.875,bicubic
  spnasnet_100,90.350,9.650,97.190,2.810,4.42,224,0.875,bilinear
  regnetx_006,90.320,9.680,97.430,2.570,6.20,224,0.875,bicubic
  crossvit_tiny_240,90.250,9.750,97.610,2.390,7.01,240,0.875,bicubic
  ssl_resnet18,90.230,9.770,97.560,2.440,11.69,224,0.875,bilinear
  vgg19_bn,90.100,9.900,97.580,2.420,143.68,224,0.875,bilinear
  vgg16_bn,90.090,9.910,97.370,2.630,138.37,224,0.875,bilinear
  ghostnet_100,90.030,9.970,97.370,2.630,5.18,224,0.875,bilinear
  pit_ti_224,89.930,10.070,97.440,2.560,4.85,224,0.900,bicubic
  tv_resnet34,89.920,10.080,97.340,2.660,21.80,224,0.875,bilinear
  vit_base_patch32_sam_224,89.750,10.250,97.000,3.000,88.22,224,0.900,bicubic
  tf_mobilenetv3_large_075,89.710,10.290,97.220,2.780,3.99,224,0.875,bilinear
  xcit_nano_12_p16_224_dist,89.680,10.320,97.090,2.910,3.05,224,1.000,bicubic
  deit_tiny_patch16_224,89.670,10.330,97.440,2.560,5.72,224,0.900,bicubic
  skresnet18,89.660,10.340,97.220,2.780,11.96,224,0.875,bicubic
  mobilenetv2_100,89.610,10.390,97.150,2.850,3.50,224,0.875,bicubic
  resnet18d,89.290,10.710,97.140,2.860,11.71,224,0.875,bicubic
  vit_tiny_r_s16_p8_224,89.190,10.810,97.230,2.770,6.34,224,0.900,bicubic
  vgg19,89.060,10.940,96.870,3.130,143.67,224,0.875,bilinear
  hrnet_w18_small,89.060,10.940,97.100,2.900,13.19,224,0.875,bilinear
  tf_mobilenetv3_large_minimal_100,88.950,11.050,96.870,3.130,3.92,224,0.875,bilinear
  legacy_seresnet18,88.880,11.120,96.970,3.030,11.78,224,0.875,bicubic
  regnetx_004,88.880,11.120,97.120,2.880,5.16,224,0.875,bicubic
  vgg13_bn,88.780,11.220,96.970,3.030,133.05,224,0.875,bilinear
  xcit_nano_12_p16_224,88.590,11.410,96.790,3.210,3.05,224,1.000,bicubic
  vgg16,88.550,11.450,96.790,3.210,138.36,224,0.875,bilinear
  gluon_resnet18_v1b,88.380,11.620,96.700,3.300,11.69,224,0.875,bicubic
  vgg11_bn,87.520,12.480,96.810,3.190,132.87,224,0.875,bilinear
  resnet18,87.370,12.630,96.260,3.740,11.69,224,0.875,bilinear
  regnety_002,87.360,12.640,96.570,3.430,3.16,224,0.875,bicubic
  mixer_l16_224,87.160,12.840,93.530,6.470,208.20,224,0.875,bicubic
  vgg13,87.030,12.970,96.310,3.690,133.05,224,0.875,bilinear
  vgg11,86.580,13.420,96.290,3.710,132.86,224,0.875,bilinear
  dla60x_c,86.280,13.720,96.160,3.840,1.32,224,0.875,bilinear
  regnetx_002,86.200,13.800,95.970,4.030,2.68,224,0.875,bicubic
  tf_mobilenetv3_small_100,85.210,14.790,95.780,4.220,2.54,224,0.875,bilinear
  dla46x_c,84.250,15.750,95.280,4.720,1.07,224,0.875,bilinear
  dla46_c,83.640,16.360,94.910,5.090,1.30,224,0.875,bilinear
  tf_mobilenetv3_small_075,83.480,16.520,94.800,5.200,2.04,224,0.875,bilinear
  tf_mobilenetv3_small_minimal_100,81.390,18.610,93.670,6.330,2.04,224,0.875,bilinear
  