model_family,model_variant,resolution,xla,accelerator,flop (giga),params (million),throughput (samples/sec)
MLP-Mixer,mixer_l16,224,True,a100,44.6,208.2,516.6
MLP-Mixer,mixer_l16,224,False,a100,44.6,208.2,540.72
MLP-Mixer,mixer_b32,224,True,a100,3.24,60.29,1539.56
MLP-Mixer,mixer_b32,224,False,a100,3.24,60.29,879.1
MLP-Mixer,mixer_b16,224,True,a100,12.62,59.88,1206.3
MLP-Mixer,mixer_b16,224,False,a100,12.62,59.88,1196.34
Swin,swin_s3_base_224,224,True,a100,13.76,71.13,432.46
Swin,swin_s3_base_224,224,False,a100,13.76,71.13,31.67
Swin,swin_s3_small_224,224,True,a100,9.49,49.74,610.85
Swin,swin_s3_small_224,224,False,a100,9.49,49.74,41.2
Swin,swin_s3_tiny_224,224,True,a100,4.66,28.33,1016.98
Swin,swin_s3_tiny_224,224,False,a100,4.66,28.33,155.36
Swin,swin_large_patch4_window7_224,224,True,a100,34.59,196.53,364.69
Swin,swin_large_patch4_window7_224,224,False,a100,34.59,196.53,74.27
Swin,swin_base_patch4_window7_224,224,True,a100,15.51,87.77,506.87
Swin,swin_base_patch4_window7_224,224,False,a100,15.51,87.77,51.77
Swin,swin_small_patch4_window7_224,224,True,a100,8.8,49.61,612.98
Swin,swin_small_patch4_window7_224,224,False,a100,8.8,49.61,89.24
Swin,swin_tiny_patch4_window7_224,224,True,a100,4.53,28.29,1022.69
Swin,swin_tiny_patch4_window7_224,224,False,a100,4.53,28.29,156.95
DeiT,deit_base_distilled_patch16_384,384,True,a100,55.84,87.63,298.84
DeiT,deit_base_distilled_patch16_384,384,False,a100,55.84,87.63,116.22
DeiT,deit_base_patch16_384,384,True,a100,55.73,86.86,297.58
DeiT,deit_base_patch16_384,384,False,a100,55.73,86.86,106.13
DeiT,deit_base_distilled_patch16_224,224,True,a100,17.71,87.34,813.19
DeiT,deit_base_distilled_patch16_224,224,False,a100,17.71,87.34,170.72
DeiT,deit_base_patch16_224,224,True,a100,17.61,86.57,802.79
MLP-Mixer,mixer_l16,224,True,t4,44.6,208.2,32.22
MLP-Mixer,mixer_l16,224,False,t4,44.6,208.2,33.68
DeiT,deit_base_patch16_224,224,False,a100,17.61,86.57,174.54
MLP-Mixer,mixer_b32,224,True,t4,3.24,60.29,334.84
DeiT,deit_small_distilled_patch16_224,224,True,a100,4.65,22.44,1146.47
MLP-Mixer,mixer_b32,224,False,t4,3.24,60.29,331.44
MLP-Mixer,mixer_b16,224,True,t4,12.62,59.88,118.07
DeiT,deit_small_distilled_patch16_224,224,False,a100,4.65,22.44,183.41
MLP-Mixer,mixer_b16,224,False,t4,12.62,59.88,127.56
DeiT,deit_small_patch16_224,224,True,a100,4.62,22.05,1163.27
Swin,swin_s3_base_224,224,True,t4,13.76,71.13,81.23
DeiT,deit_small_patch16_224,224,False,a100,4.62,22.05,193.17
DeiT,deit_tiny_distilled_patch16_224,224,True,a100,1.27,5.91,1123.6
Swin,swin_s3_base_224,224,False,t4,13.76,71.13,39.29
DeiT,deit_tiny_distilled_patch16_224,224,False,a100,1.27,5.91,188.82
DeiT,deit_tiny_patch16_224,224,True,a100,1.27,5.72,1133.35
MLP-Mixer,mixer_l16,224,True,v100,44.6,208.2,124.47
Swin,swin_s3_small_224,224,True,t4,9.49,49.74,109.95
MLP-Mixer,mixer_l16,224,False,v100,44.6,208.2,122.68
DeiT,deit_tiny_patch16_224,224,False,a100,1.27,5.72,192.04
MLP-Mixer,mixer_b32,224,True,v100,3.24,60.29,990.69
Swin,swin_s3_small_224,224,False,t4,9.49,49.74,54.71
ViT,vit_r50_l32,224,True,a100,19.45,328.99,321.86
MLP-Mixer,mixer_b32,224,False,v100,3.24,60.29,918.37
MLP-Mixer,mixer_b16,224,True,v100,12.62,59.88,417.45
ViT,vit_r50_l32,224,False,a100,19.45,328.99,330.06
Swin,swin_s3_tiny_224,224,True,t4,4.66,28.33,216.88
MLP-Mixer,mixer_b16,224,False,v100,12.62,59.88,424.35
Swin,swin_s3_base_224,224,True,v100,13.76,71.13,235.34
Swin,swin_s3_tiny_224,224,False,t4,4.66,28.33,100.71
ViT,vit_r26_s32,224,True,a100,3.54,36.43,417.09
ViT,vit_r26_s32,224,False,a100,3.54,36.43,721.36
Swin,swin_large_patch4_window7_224,224,True,t4,34.59,196.53,42.07
Swin,swin_s3_base_224,224,False,v100,13.76,71.13,52.64
ViT,vit_l16,224,True,a100,59.7,304.33,320.37
ViT,vit_l16,224,False,a100,59.7,304.33,320.94
Swin,swin_large_patch4_window7_224,224,False,t4,34.59,196.53,28.16
Swin,swin_s3_small_224,224,True,v100,9.49,49.74,320.19
ViT,vit_b32,224,True,a100,4.37,88.22,658.82
ViT,vit_b32,224,False,a100,4.37,88.22,1016.32
Swin,swin_s3_small_224,224,False,v100,9.49,49.74,73.18
ViT,vit_b16,224,True,a100,16.87,86.57,780.67
Swin,swin_s3_tiny_224,224,True,v100,4.66,28.33,609.0
ViT,vit_b16,224,False,a100,16.87,86.57,738.62
Swin,swin_base_patch4_window7_224,224,True,t4,15.51,87.77,84.23
ViT,vit_b8,224,True,a100,66.86,86.58,206.09
Swin,swin_s3_tiny_224,224,False,v100,4.66,28.33,138.42
Swin,swin_base_patch4_window7_224,224,False,t4,15.51,87.77,44.89
ViT,vit_b8,224,False,a100,66.86,86.58,207.47
Swin,swin_large_patch4_window7_224,224,True,v100,34.59,196.53,141.56
ViT,vit_s16,224,True,a100,4.25,22.05,627.14
Swin,swin_small_patch4_window7_224,224,True,t4,8.8,49.61,137.41
ViT,vit_s16,224,False,a100,4.25,22.05,1055.06
Swin,swin_large_patch4_window7_224,224,False,v100,34.59,196.53,52.94
Swin,swin_small_patch4_window7_224,224,False,t4,8.8,49.61,58.72
Swin,swin_tiny_patch4_window7_224,224,True,t4,4.53,28.29,233.29
Swin,swin_tiny_patch4_window7_224,224,False,t4,4.53,28.29,102.79
Swin,swin_base_patch4_window7_224,224,True,v100,15.51,87.77,261.62
DeiT,deit_base_distilled_patch16_384,384,True,t4,55.84,87.63,26.05
Swin,swin_base_patch4_window7_224,224,False,v100,15.51,87.77,67.88
DeiT,deit_base_distilled_patch16_384,384,False,t4,55.84,87.63,21.22
Swin,swin_small_patch4_window7_224,224,True,v100,8.8,49.61,386.31
DeiT,deit_base_patch16_384,384,True,t4,55.73,86.86,26.3
DeiT,deit_base_patch16_384,384,False,t4,55.73,86.86,21.04
Swin,swin_small_patch4_window7_224,224,False,v100,8.8,49.61,77.32
DeiT,deit_base_distilled_patch16_224,224,True,t4,17.71,87.34,85.93
Swin,swin_tiny_patch4_window7_224,224,True,v100,4.53,28.29,680.97
DeiT,deit_base_distilled_patch16_224,224,False,t4,17.71,87.34,64.94
Swin,swin_tiny_patch4_window7_224,224,False,v100,4.53,28.29,137.94
DeiT,deit_base_patch16_224,224,True,t4,17.61,86.57,84.11
DeiT,deit_base_distilled_patch16_384,384,True,v100,55.84,87.63,92.43
DeiT,deit_base_patch16_224,224,False,t4,17.61,86.57,64.82
DeiT,deit_base_distilled_patch16_384,384,False,v100,55.84,87.63,56.0
DeiT,deit_small_distilled_patch16_224,224,True,t4,4.65,22.44,275.41
DeiT,deit_base_patch16_384,384,True,v100,55.73,86.86,91.76
DeiT,deit_small_distilled_patch16_224,224,False,t4,4.65,22.44,136.06
DeiT,deit_base_patch16_384,384,False,v100,55.73,86.86,56.25
DeiT,deit_small_patch16_224,224,True,t4,4.62,22.05,289.19
DeiT,deit_base_distilled_patch16_224,224,True,v100,17.71,87.34,287.25
DeiT,deit_small_patch16_224,224,False,t4,4.62,22.05,139.59
DeiT,deit_base_distilled_patch16_224,224,False,v100,17.71,87.34,114.89
DeiT,deit_tiny_distilled_patch16_224,224,True,t4,1.27,5.91,738.04
DeiT,deit_base_patch16_224,224,True,v100,17.61,86.57,288.84
DeiT,deit_tiny_distilled_patch16_224,224,False,t4,1.27,5.91,153.24
DeiT,deit_base_patch16_224,224,False,v100,17.61,86.57,119.82
DeiT,deit_tiny_patch16_224,224,True,t4,1.27,5.72,684.25
DeiT,deit_small_distilled_patch16_224,224,True,v100,4.65,22.44,757.96
DeiT,deit_tiny_patch16_224,224,False,t4,1.27,5.72,174.48
DeiT,deit_small_distilled_patch16_224,224,False,v100,4.65,22.44,169.08
ViT,vit_r50_l32,224,True,t4,19.45,328.99,63.12
DeiT,deit_small_patch16_224,224,True,v100,4.62,22.05,774.1
ViT,vit_r50_l32,224,False,t4,19.45,328.99,62.91
DeiT,deit_small_patch16_224,224,False,v100,4.62,22.05,150.93
DeiT,deit_tiny_distilled_patch16_224,224,True,v100,1.27,5.91,1461.42
ViT,vit_r26_s32,224,True,t4,3.54,36.43,281.99
DeiT,deit_tiny_distilled_patch16_224,224,False,v100,1.27,5.91,184.85
ViT,vit_r26_s32,224,False,t4,3.54,36.43,280.25
DeiT,deit_tiny_patch16_224,224,True,v100,1.27,5.72,1525.58
ViT,vit_l16,224,True,t4,59.7,304.33,24.82
DeiT,deit_tiny_patch16_224,224,False,v100,1.27,5.72,177.62
ViT,vit_l16,224,False,t4,59.7,304.33,22.16
ViT,vit_r50_l32,224,True,v100,19.45,328.99,179.85
ViT,vit_b32,224,True,t4,4.37,88.22,264.31
ViT,vit_r50_l32,224,False,v100,19.45,328.99,179.81
ViT,vit_b32,224,False,t4,4.37,88.22,256.35
ViT,vit_r26_s32,224,True,v100,3.54,36.43,581.53
ViT,vit_b16,224,True,t4,16.87,86.57,88.06
ViT,vit_r26_s32,224,False,v100,3.54,36.43,579.74
ViT,vit_b16,224,False,t4,16.87,86.57,83.17
ViT,vit_l16,224,True,v100,59.7,304.33,87.32
ViT,vit_b8,224,True,t4,66.86,86.58,17.98
ViT,vit_l16,224,False,v100,59.7,304.33,85.95
ViT,vit_b8,224,False,t4,66.86,86.58,18.27
ViT,vit_b32,224,True,v100,4.37,88.22,664.38
ViT,vit_s16,224,True,t4,4.25,22.05,290.38
ViT,vit_b32,224,False,v100,4.37,88.22,679.37
ViT,vit_s16,224,False,t4,4.25,22.05,296.44
ViT,vit_b16,224,True,v100,16.87,86.57,283.67
ViT,vit_b16,224,False,v100,16.87,86.57,282.77
ViT,vit_b8,224,True,v100,66.86,86.58,64.59
ViT,vit_b8,224,False,v100,66.86,86.58,63.72
ViT,vit_s16,224,True,v100,4.25,22.05,757.37
ViT,vit_s16,224,False,v100,4.25,22.05,760.34
RetinaNet,retinanet_resnet50_pascalvoc,640,True,a100,72.82,35.6,266.45
RetinaNet,retinanet_resnet50_pascalvoc,640,False,a100,72.82,35.6,34.93
RetinaNet,retinanet_resnet50_pascalvoc,320,True,a100,18.22,35.6,577.33
RetinaNet,retinanet_resnet50_pascalvoc,320,False,a100,18.22,35.6,35.18
YOLOV8,yolo_v8_m_pascalvoc,640,True,a100,39.42,25.9,417.84
YOLOV8,yolo_v8_m_pascalvoc,640,False,a100,39.42,25.9,22.91
YOLOV8,yolo_v8_m_pascalvoc,320,True,a100,9.86,25.9,826.4
YOLOV8,yolo_v8_m_pascalvoc,320,False,a100,9.86,25.9,23.54
RetinaNet,retinanet_resnet50_pascalvoc,640,True,t4,72.82,35.6,30.87
RetinaNet,retinanet_resnet50_pascalvoc,640,False,t4,72.82,35.6,25.66
RetinaNet,retinanet_resnet50_pascalvoc,320,True,t4,18.22,35.6,94.41
RetinaNet,retinanet_resnet50_pascalvoc,320,False,t4,18.22,35.6,38.68
YOLOV8,yolo_v8_m_pascalvoc,640,True,t4,39.42,25.9,54.61
YOLOV8,yolo_v8_m_pascalvoc,640,False,t4,39.42,25.9,24.28
YOLOV8,yolo_v8_m_pascalvoc,320,True,t4,9.86,25.9,174.76
YOLOV8,yolo_v8_m_pascalvoc,320,False,t4,9.86,25.9,25.33
RetinaNet,retinanet_resnet50_pascalvoc,640,True,v100,72.82,35.6,92.71
RetinaNet,retinanet_resnet50_pascalvoc,640,False,v100,72.82,35.6,36.94
RetinaNet,retinanet_resnet50_pascalvoc,320,True,v100,18.22,35.6,241.34
RetinaNet,retinanet_resnet50_pascalvoc,320,False,v100,18.22,35.6,37.31
YOLOV8,yolo_v8_m_pascalvoc,640,True,v100,39.42,25.9,171.12
YOLOV8,yolo_v8_m_pascalvoc,640,False,v100,39.42,25.9,22.7
YOLOV8,yolo_v8_m_pascalvoc,320,True,v100,9.86,25.9,450.19
YOLOV8,yolo_v8_m_pascalvoc,320,False,v100,9.86,25.9,23.23
NASNet,nasnet_mobile,224,True,t4,0.57,5.33,375.47
NASNet,nasnet_mobile,224,False,t4,0.57,5.33,11.82
NASNet,nasnet_large,331,True,t4,23.84,88.95,42.37
NASNet,nasnet_large,331,False,t4,23.84,88.95,8.79
DenseNet,densenet_201,224,True,t4,4.29,20.24,184.93
DenseNet,densenet_201,224,False,t4,4.29,20.24,15.4
DenseNet,densenet_169,224,True,t4,3.36,14.31,245.06
DenseNet,densenet_169,224,False,t4,3.36,14.31,17.94
DenseNet,densenet_121,224,True,t4,2.84,8.06,336.17
NASNet,nasnet_mobile,224,True,v100,0.57,5.33,499.33
DenseNet,densenet_121,224,False,t4,2.84,8.06,25.06
NASNet,nasnet_mobile,224,False,v100,0.57,5.33,11.71
RegNet_Y,regnety_320,224,True,t4,12.22,145.21,43.9
NASNet,nasnet_large,331,True,v100,23.84,88.95,104.47
RegNet_Y,regnety_320,224,False,t4,12.22,145.21,32.09
NASNet,nasnet_large,331,False,v100,23.84,88.95,8.57
RegNet_Y,regnety_160,224,True,t4,5.58,83.71,82.35
RegNet_Y,regnety_160,224,False,t4,5.58,83.71,35.63
DenseNet,densenet_201,224,True,v100,4.29,20.24,324.86
RegNet_Y,regnety_120,224,True,t4,3.76,51.92,110.57
DenseNet,densenet_201,224,False,v100,4.29,20.24,15.29
RegNet_Y,regnety_120,224,False,t4,3.76,51.92,33.4
DenseNet,densenet_169,224,True,v100,3.36,14.31,423.32
RegNet_Y,regnety_080,224,True,t4,3.2,39.27,156.21
DenseNet,densenet_169,224,False,v100,3.36,14.31,18.08
RegNet_Y,regnety_080,224,False,t4,3.2,39.27,37.13
RegNet_Y,regnety_064,224,True,t4,1.98,30.67,168.84
DenseNet,densenet_121,224,True,v100,2.84,8.06,605.04
RegNet_Y,regnety_064,224,False,t4,1.98,30.67,26.46
DenseNet,densenet_121,224,False,v100,2.84,8.06,25.47
RegNet_Y,regnety_320,224,True,v100,12.22,145.21,114.23
RegNet_Y,regnety_040,224,True,t4,1.22,20.71,280.37
RegNet_Y,regnety_040,224,False,t4,1.22,20.71,29.69
RegNet_Y,regnety_320,224,False,v100,12.22,145.21,32.19
RegNet_Y,regnety_032,224,True,t4,1.39,19.5,288.77
RegNet_Y,regnety_160,224,True,v100,5.58,83.71,190.65
RegNet_Y,regnety_032,224,False,t4,1.39,19.5,30.27
RegNet_Y,regnety_160,224,False,v100,5.58,83.71,35.27
RegNet_Y,regnety_016,224,True,t4,0.1,3.18,1194.72
RegNet_Y,regnety_120,224,True,v100,3.76,51.92,214.7
RegNet_Y,regnety_016,224,False,t4,0.1,3.18,47.31
RegNet_Y,regnety_120,224,False,v100,3.76,51.92,34.69
RegNet_Y,regnety_008,224,True,t4,0.63,11.26,417.71
RegNet_Y,regnety_080,224,True,v100,3.2,39.27,296.89
RegNet_Y,regnety_008,224,False,t4,0.63,11.26,24.18
RegNet_Y,regnety_080,224,False,v100,3.2,39.27,37.42
RegNet_Y,regnety_006,224,True,t4,0.37,6.29,911.63
RegNet_Y,regnety_064,224,True,v100,1.98,30.67,281.93
RegNet_Y,regnety_006,224,False,t4,0.37,6.29,44.91
RegNet_Y,regnety_064,224,False,v100,1.98,30.67,26.64
RegNet_Y,regnety_004,224,True,t4,0.21,4.37,774.66
RegNet_Y,regnety_040,224,True,v100,1.22,20.71,357.28
RegNet_Y,regnety_004,224,False,t4,0.21,4.37,39.54
RegNet_Y,regnety_040,224,False,v100,1.22,20.71,29.76
RegNet_Y,regnety_002,224,True,t4,0.1,3.18,1279.11
RegNet_Y,regnety_002,224,False,t4,0.1,3.18,47.39
RegNet_Y,regnety_032,224,True,v100,1.39,19.5,394.22
RegNet_Y,regnety_032,224,False,v100,1.39,19.5,31.32
RegNet_X,regnetx_320,224,True,t4,9.51,107.97,46.55
RegNet_Y,regnety_016,224,True,v100,0.1,3.18,1584.18
RegNet_X,regnetx_320,224,False,t4,9.51,107.97,38.7
RegNet_Y,regnety_016,224,False,v100,0.1,3.18,47.19
RegNet_X,regnetx_160,224,True,t4,4.68,54.39,96.11
RegNet_Y,regnety_008,224,True,v100,0.63,11.26,414.74
RegNet_X,regnetx_160,224,False,t4,4.68,54.39,40.18
RegNet_Y,regnety_008,224,False,v100,0.63,11.26,24.46
RegNet_X,regnetx_120,224,True,t4,3.76,46.2,115.81
RegNet_Y,regnety_006,224,True,v100,0.37,6.29,850.01
RegNet_X,regnetx_120,224,False,t4,3.76,46.2,46.13
RegNet_Y,regnety_006,224,False,v100,0.37,6.29,44.9
RegNet_Y,regnety_004,224,True,v100,0.21,4.37,950.58
RegNet_X,regnetx_080,224,True,t4,2.66,39.66,168.21
RegNet_Y,regnety_004,224,False,v100,0.21,4.37,41.07
RegNet_X,regnetx_080,224,False,t4,2.66,39.66,39.79
RegNet_Y,regnety_002,224,True,v100,0.1,3.18,1634.62
RegNet_X,regnetx_064,224,True,t4,2.5,26.28,197.81
RegNet_Y,regnety_002,224,False,v100,0.1,3.18,48.05
RegNet_X,regnetx_064,224,False,t4,2.5,26.28,50.89
RegNet_X,regnetx_320,224,True,v100,9.51,107.97,119.41
RegNet_X,regnetx_040,224,True,t4,1.54,22.19,276.04
RegNet_X,regnetx_320,224,False,v100,9.51,107.97,38.17
RegNet_X,regnetx_040,224,False,t4,1.54,22.19,39.35
RegNet_X,regnetx_160,224,True,v100,4.68,54.39,217.19
RegNet_X,regnetx_032,224,True,t4,1.06,15.36,304.07
RegNet_X,regnetx_160,224,False,v100,4.68,54.39,40.73
RegNet_X,regnetx_032,224,False,t4,1.06,15.36,35.69
RegNet_X,regnetx_120,224,True,v100,3.76,46.2,246.6
RegNet_X,regnetx_016,224,True,t4,0.1,2.71,1921.77
RegNet_X,regnetx_120,224,False,v100,3.76,46.2,46.0
RegNet_X,regnetx_016,224,False,t4,0.1,2.71,65.34
RegNet_X,regnetx_080,224,True,v100,2.66,39.66,318.11
RegNet_X,regnetx_008,224,True,t4,0.67,9.23,604.97
RegNet_X,regnetx_080,224,False,v100,2.66,39.66,40.12
RegNet_X,regnetx_008,224,False,t4,0.67,9.23,48.93
RegNet_X,regnetx_006,224,True,t4,0.37,7.3,883.31
RegNet_X,regnetx_064,224,True,v100,2.5,26.28,357.29
RegNet_X,regnetx_006,224,False,t4,0.37,7.3,54.65
RegNet_X,regnetx_064,224,False,v100,2.5,26.28,51.31
RegNet_X,regnetx_004,224,True,t4,0.17,5.19,982.37
RegNet_X,regnetx_040,224,True,v100,1.54,22.19,435.0
RegNet_X,regnetx_004,224,False,t4,0.17,5.19,40.52
RegNet_X,regnetx_040,224,False,v100,1.54,22.19,39.57
RegNet_X,regnetx_002,224,True,t4,0.1,2.71,1899.63
RegNet_X,regnetx_032,224,True,v100,1.06,15.36,466.04
RegNet_X,regnetx_002,224,False,t4,0.1,2.71,66.9
RegNet_X,regnetx_032,224,False,v100,1.06,15.36,36.08
VGG,vgg19,224,True,t4,19.64,143.67,120.39
RegNet_X,regnetx_016,224,True,v100,0.1,2.71,2370.45
RegNet_X,regnetx_016,224,False,v100,0.1,2.71,67.64
VGG,vgg19,224,False,t4,19.64,143.67,106.51
RegNet_X,regnetx_008,224,True,v100,0.67,9.23,723.58
VGG,vgg16,224,True,t4,15.48,138.36,156.4
RegNet_X,regnetx_008,224,False,v100,0.67,9.23,48.62
VGG,vgg16,224,False,t4,15.48,138.36,132.05
RegNet_X,regnetx_006,224,True,v100,0.37,7.3,986.39
RegNet_X,regnetx_006,224,False,v100,0.37,7.3,54.94
RegNet_X,regnetx_004,224,True,v100,0.17,5.19,1063.42
MobileNet_V2,mobilenet_v2,224,True,t4,0.3,3.54,1185.73
RegNet_X,regnetx_004,224,False,v100,0.17,5.19,41.06
MobileNet_V2,mobilenet_v2,224,False,t4,0.3,3.54,61.37
RegNet_X,regnetx_002,224,True,v100,0.1,2.71,2278.31
MobileNet_V1,mobilenet_v1,224,True,t4,0.57,4.25,1481.55
RegNet_X,regnetx_002,224,False,v100,0.1,2.71,66.12
MobileNet_V1,mobilenet_v1,224,False,t4,0.57,4.25,103.71
VGG,vgg19,224,True,v100,19.64,143.67,495.18
Xception,xception,299,True,t4,8.36,22.91,159.65
VGG,vgg19,224,False,v100,19.64,143.67,300.0
Xception,xception,299,False,t4,8.36,22.91,59.38
VGG,vgg16,224,True,v100,15.48,138.36,637.18
EfficientNet_V2,efficient_s_v2,384,True,t4,8.41,21.61,141.84
VGG,vgg16,224,False,v100,15.48,138.36,340.27
EfficientNet_V2,efficient_s_v2,384,False,t4,8.41,21.61,16.11
EfficientNet_V2,efficient_m_v2,480,True,t4,24.69,54.43,49.26
MobileNet_V2,mobilenet_v2,224,True,v100,0.3,3.54,1963.94
MobileNet_V2,mobilenet_v2,224,False,v100,0.3,3.54,61.21
EfficientNet_V2,efficient_m_v2,480,False,t4,24.69,54.43,11.28
MobileNet_V1,mobilenet_v1,224,True,v100,0.57,4.25,2842.09
MobileNet_V1,mobilenet_v1,224,False,v100,0.57,4.25,105.1
Xception,xception,299,True,v100,8.36,22.91,467.52
EfficientNet_V2,efficient_l_v2,480,True,t4,56.27,119.03,24.1
Xception,xception,299,False,v100,8.36,22.91,62.06
EfficientNet_V2,efficient_s_v2,384,True,v100,8.41,21.61,323.35
EfficientNet_V2,efficient_l_v2,480,False,t4,56.27,119.03,8.24
EfficientNet_V2,efficient_s_v2,384,False,v100,8.41,21.61,16.1
EfficientNet_V2,efficient_m_v2,480,True,v100,24.69,54.43,133.36
EfficientNet_V2,efficient_b3_v2,300,True,t4,3.03,14.47,283.02
EfficientNet_V2,efficient_m_v2,480,False,v100,24.69,54.43,11.22
EfficientNet_V2,efficient_b3_v2,300,False,t4,3.03,14.47,21.15
EfficientNet_V2,efficient_b2_v2,260,True,t4,1.71,10.18,438.91
EfficientNet_V2,efficient_l_v2,480,True,v100,56.27,119.03,70.34
EfficientNet_V2,efficient_b2_v2,260,False,t4,1.71,10.18,24.05
EfficientNet_V2,efficient_l_v2,480,False,v100,56.27,119.03,8.05
EfficientNet_V2,efficient_b1_v2,240,True,t4,1.21,8.21,477.9
EfficientNet_V2,efficient_b1_v2,240,False,t4,1.21,8.21,24.96
EfficientNet_V2,efficient_b0_v2,224,True,t4,0.72,7.2,638.85
EfficientNet_V2,efficient_b3_v2,300,True,v100,3.03,14.47,515.21
EfficientNet_V2,efficient_b0_v2,224,False,t4,0.72,7.2,30.32
EfficientNet_V2,efficient_b3_v2,300,False,v100,3.03,14.47,20.41
EfficientNet_V1,efficient_b7,600,True,t4,38.13,66.66,20.85
EfficientNet_V2,efficient_b2_v2,260,True,v100,1.71,10.18,738.15
EfficientNet_V2,efficient_b2_v2,260,False,v100,1.71,10.18,23.8
EfficientNet_V1,efficient_b7,600,False,t4,38.13,66.66,10.03
EfficientNet_V2,efficient_b1_v2,240,True,v100,1.21,8.21,866.32
EfficientNet_V2,efficient_b1_v2,240,False,v100,1.21,8.21,25.33
EfficientNet_V1,efficient_b6,528,True,t4,19.29,43.27,36.88
EfficientNet_V2,efficient_b0_v2,224,True,v100,0.72,7.2,1009.73
EfficientNet_V2,efficient_b0_v2,224,False,v100,0.72,7.2,30.9
EfficientNet_V1,efficient_b6,528,False,t4,19.29,43.27,12.14
EfficientNet_V1,efficient_b7,600,True,v100,38.13,66.66,63.23
EfficientNet_V1,efficient_b5,456,True,t4,10.4,30.56,47.08
EfficientNet_V1,efficient_b7,600,False,v100,38.13,66.66,10.14
EfficientNet_V1,efficient_b5,456,False,t4,10.4,30.56,14.07
EfficientNet_V1,efficient_b6,528,True,v100,19.29,43.27,104.09
EfficientNet_V1,efficient_b4,380,True,t4,4.46,19.47,131.74
EfficientNet_V1,efficient_b6,528,False,v100,19.29,43.27,12.47
EfficientNet_V1,efficient_b4,380,False,t4,4.46,19.47,17.11
EfficientNet_V1,efficient_b3,300,True,t4,1.86,12.32,254.58
EfficientNet_V1,efficient_b5,456,True,v100,10.4,30.56,173.51
EfficientNet_V1,efficient_b3,300,False,t4,1.86,12.32,21.12
EfficientNet_V1,efficient_b5,456,False,v100,10.4,30.56,14.4
EfficientNet_V1,efficient_b2,260,True,t4,1.01,9.18,390.35
EfficientNet_V1,efficient_b4,380,True,v100,4.46,19.47,310.74
EfficientNet_V1,efficient_b2,260,False,t4,1.01,9.18,24.11
EfficientNet_V1,efficient_b4,380,False,v100,4.46,19.47,17.19
EfficientNet_V1,efficient_b1,240,True,t4,0.7,7.86,477.44
EfficientNet_V1,efficient_b3,300,True,v100,1.86,12.32,513.94
EfficientNet_V1,efficient_b1,240,False,t4,0.7,7.86,24.08
EfficientNet_V1,efficient_b3,300,False,v100,1.86,12.32,21.25
EfficientNet_V1,efficient_b0,224,True,t4,0.39,5.33,756.63
EfficientNet_V1,efficient_b2,260,True,v100,1.01,9.18,733.92
EfficientNet_V1,efficient_b0,224,False,t4,0.39,5.33,34.25
EfficientNet_V1,efficient_b2,260,False,v100,1.01,9.18,24.2
ConvNeXt,convnext_xlarge,224,True,t4,60.56,350.2,19.28
EfficientNet_V1,efficient_b1,240,True,v100,0.7,7.86,860.57
EfficientNet_V1,efficient_b1,240,False,v100,0.7,7.86,24.25
ConvNeXt,convnext_xlarge,224,False,t4,60.56,350.2,18.77
EfficientNet_V1,efficient_b0,224,True,v100,0.39,5.33,1164.75
EfficientNet_V1,efficient_b0,224,False,v100,0.39,5.33,34.76
ConvNeXt,convnext_large,224,True,t4,34.09,197.77,31.42
ConvNeXt,convnext_xlarge,224,True,v100,60.56,350.2,83.79
ConvNeXt,convnext_large,224,False,t4,34.09,197.77,18.39
ConvNeXt,convnext_xlarge,224,False,v100,60.56,350.2,19.61
ConvNeXt,convnext_base,224,True,t4,15.17,88.59,57.37
ConvNeXt,convnext_large,224,True,v100,34.09,197.77,144.08
ConvNeXt,convnext_base,224,False,t4,15.17,88.59,18.43
ConvNeXt,convnext_large,224,False,v100,34.09,197.77,19.32
ConvNeXt,convnext_small,224,True,t4,8.55,50.22,82.07
ConvNeXt,convnext_base,224,True,v100,15.17,88.59,271.58
ConvNeXt,convnext_small,224,False,t4,8.55,50.22,18.84
ConvNeXt,convnext_base,224,False,v100,15.17,88.59,18.55
ConvNeXt,convnext_tiny,224,True,t4,4.37,28.59,147.22
ConvNeXt,convnext_small,224,True,v100,8.55,50.22,404.74
ConvNeXt,convnext_tiny,224,False,t4,4.37,28.59,35.18
ConvNeXt,convnext_small,224,False,v100,8.55,50.22,18.58
ResNetRS,resnetrs_420,224,True,t4,31.4,192.26,40.45
ConvNeXt,convnext_tiny,224,True,v100,4.37,28.59,711.74
ConvNeXt,convnext_tiny,224,False,v100,4.37,28.59,35.39
ResNetRS,resnetrs_420,224,False,t4,31.4,192.26,4.54
ResNetRS,resnetrs_420,224,True,v100,31.4,192.26,87.27
ResNetRS,resnetrs_420,224,False,v100,31.4,192.26,4.43
ResNetRS,resnetrs_350,224,True,t4,26.37,164.27,49.27
ResNetRS,resnetrs_350,224,False,t4,26.37,164.27,5.46
ResNetRS,resnetrs_350,224,True,v100,26.37,164.27,103.13
ResNetRS,resnetrs_350,224,False,v100,26.37,164.27,5.41
ResNetRS,resnetrs_270,224,True,t4,20.67,130.1,60.82
ResNetRS,resnetrs_270,224,False,t4,20.67,130.1,6.95
ResNetRS,resnetrs_270,224,True,v100,20.67,130.1,131.4
ResNetRS,resnetrs_200,224,True,t4,15.41,93.39,84.7
ResNetRS,resnetrs_270,224,False,v100,20.67,130.1,7.18
ResNetRS,resnetrs_200,224,False,t4,15.41,93.39,9.35
ResNetRS,resnetrs_200,224,True,v100,15.41,93.39,175.8
ResNetRS,resnetrs_152,224,True,t4,11.91,86.77,105.1
ResNetRS,resnetrs_200,224,False,v100,15.41,93.39,9.59
ResNetRS,resnetrs_152,224,False,t4,11.91,86.77,12.71
ResNetRS,resnetrs_152,224,True,v100,11.91,86.77,219.59
ResNetRS,resnetrs_101,224,True,t4,8.19,63.72,147.48
ResNetRS,resnetrs_152,224,False,v100,11.91,86.77,13.44
ResNetRS,resnetrs_101,224,False,t4,8.19,63.72,18.82
ResNetRS,resnetrs_101,224,True,v100,8.19,63.72,311.76
ResNetRS,resnetrs_50,224,True,t4,4.46,35.75,249.26
ResNetRS,resnetrs_101,224,False,v100,8.19,63.72,19.22
ResNetRS,resnetrs_50,224,False,t4,4.46,35.75,36.21
Inception,inception_resnetv2,299,True,t4,13.17,55.87,95.55
ResNetRS,resnetrs_50,224,True,v100,4.46,35.75,563.07
ResNetRS,resnetrs_50,224,False,v100,4.46,35.75,37.34
Inception,inception_resnetv2,299,False,t4,13.17,55.87,12.63
Inception,inception_resnetv2,299,True,v100,13.17,55.87,193.23
Inception,inception_v3,299,True,t4,5.73,23.85,224.77
Inception,inception_resnetv2,299,False,v100,13.17,55.87,13.12
Inception,inception_v3,299,False,t4,5.73,23.85,31.09
Inception,inception_v3,299,True,v100,5.73,23.85,393.33
ResNet_V2,resnet152_v2,224,True,t4,10.92,60.38,134.47
Inception,inception_v3,299,False,v100,5.73,23.85,32.53
ResNet_V2,resnet152_v2,224,False,t4,10.92,60.38,18.54
ResNet_V2,resnet152_v2,224,True,v100,10.92,60.38,324.28
ResNet_V2,resnet101_v2,224,True,t4,7.2,44.68,192.27
ResNet_V2,resnet152_v2,224,False,v100,10.92,60.38,19.2
ResNet_V2,resnet101_v2,224,False,t4,7.2,44.68,27.98
ResNet_V2,resnet101_v2,224,True,v100,7.2,44.68,468.99
ResNet_V2,resnet50_v2,224,True,t4,3.49,25.61,348.01
ResNet_V2,resnet101_v2,224,False,v100,7.2,44.68,28.07
ResNet_V2,resnet50_v2,224,False,t4,3.49,25.61,55.36
ResNet_V2,resnet50_v2,224,True,v100,3.49,25.61,870.04
ResNet_V1,resnet152_v1,224,True,t4,11.29,60.42,112.41
ResNet_V2,resnet50_v2,224,False,v100,3.49,25.61,57.55
ResNet_V1,resnet152_v1,224,False,t4,11.29,60.42,18.63
ResNet_V1,resnet152_v1,224,True,v100,11.29,60.42,183.04
ResNet_V1,resnet152_v1,224,False,v100,11.29,60.42,19.57
ResNet_V1,resnet101_v1,224,True,t4,7.58,44.71,163.71
ResNet_V1,resnet101_v1,224,True,v100,7.58,44.71,267.43
ResNet_V1,resnet101_v1,224,False,t4,7.58,44.71,28.71
ResNet_V1,resnet101_v1,224,False,v100,7.58,44.71,30.05
ResNet_V1,resnet50_v1,224,True,t4,3.86,25.64,302.58
ResNet_V1,resnet50_v1,224,True,v100,3.86,25.64,561.62
ResNet_V1,resnet50_v1,224,False,t4,3.86,25.64,56.12
ResNet_V1,resnet50_v1,224,False,v100,3.86,25.64,60.09
NASNet,nasnet_mobile,224,True,a100,0.57,5.33,433.48
NASNet,nasnet_mobile,224,False,a100,0.57,5.33,9.7
NASNet,nasnet_large,331,True,a100,23.84,88.95,149.77
NASNet,nasnet_large,331,False,a100,23.84,88.95,7.18
DenseNet,densenet_201,224,True,a100,4.29,20.24,442.39
DenseNet,densenet_201,224,False,a100,4.29,20.24,13.84
DenseNet,densenet_169,224,True,a100,3.36,14.31,523.84
DenseNet,densenet_169,224,False,a100,3.36,14.31,14.04
DenseNet,densenet_121,224,True,a100,2.84,8.06,719.74
DenseNet,densenet_121,224,False,a100,2.84,8.06,19.01
RegNet_Y,regnety_320,224,True,a100,12.22,145.21,263.62
RegNet_Y,regnety_320,224,False,a100,12.22,145.21,21.91
RegNet_Y,regnety_160,224,True,a100,5.58,83.71,311.6
RegNet_Y,regnety_160,224,False,a100,5.58,83.71,23.34
RegNet_Y,regnety_120,224,True,a100,3.76,51.92,370.04
RegNet_Y,regnety_120,224,False,a100,3.76,51.92,28.19
RegNet_Y,regnety_080,224,True,a100,3.2,39.27,526.27
RegNet_Y,regnety_080,224,False,a100,3.2,39.27,34.61
RegNet_Y,regnety_064,224,True,a100,1.98,30.67,471.08
RegNet_Y,regnety_064,224,False,a100,1.98,30.67,24.04
RegNet_Y,regnety_040,224,True,a100,1.22,20.71,650.9
RegNet_Y,regnety_040,224,False,a100,1.22,20.71,26.82
RegNet_Y,regnety_032,224,True,a100,1.39,19.5,608.63
RegNet_Y,regnety_032,224,False,a100,1.39,19.5,27.5
RegNet_Y,regnety_016,224,True,a100,0.1,3.18,728.36
RegNet_Y,regnety_016,224,False,a100,0.1,3.18,44.0
RegNet_Y,regnety_008,224,True,a100,0.63,11.26,636.7
RegNet_Y,regnety_008,224,False,a100,0.63,11.26,22.46
RegNet_Y,regnety_006,224,True,a100,0.37,6.29,1147.97
RegNet_Y,regnety_006,224,False,a100,0.37,6.29,41.81
RegNet_Y,regnety_004,224,True,a100,0.21,4.37,1030.52
RegNet_Y,regnety_004,224,False,a100,0.21,4.37,29.21
RegNet_Y,regnety_002,224,True,a100,0.1,3.18,1261.35
RegNet_Y,regnety_002,224,False,a100,0.1,3.18,45.06
RegNet_X,regnetx_320,224,True,a100,9.51,107.97,204.81
RegNet_X,regnetx_320,224,False,a100,9.51,107.97,34.83
RegNet_X,regnetx_160,224,True,a100,4.68,54.39,473.27
RegNet_X,regnetx_160,224,False,a100,4.68,54.39,36.56
RegNet_X,regnetx_120,224,True,a100,3.76,46.2,443.49
RegNet_X,regnetx_120,224,False,a100,3.76,46.2,35.77
RegNet_X,regnetx_080,224,True,a100,2.66,39.66,622.12
RegNet_X,regnetx_080,224,False,a100,2.66,39.66,35.81
RegNet_X,regnetx_064,224,True,a100,2.5,26.28,735.52
RegNet_X,regnetx_064,224,False,a100,2.5,26.28,46.83
RegNet_X,regnetx_040,224,True,a100,1.54,22.19,322.11
RegNet_X,regnetx_040,224,False,a100,1.54,22.19,31.18
RegNet_X,regnetx_032,224,True,a100,1.06,15.36,671.76
RegNet_X,regnetx_032,224,False,a100,1.06,15.36,32.03
RegNet_X,regnetx_016,224,True,a100,0.1,2.71,1977.21
RegNet_X,regnetx_016,224,False,a100,0.1,2.71,43.43
RegNet_X,regnetx_008,224,True,a100,0.67,9.23,1041.87
RegNet_X,regnetx_008,224,False,a100,0.67,9.23,45.25
RegNet_X,regnetx_006,224,True,a100,0.37,7.3,1455.03
RegNet_X,regnetx_006,224,False,a100,0.37,7.3,37.94
RegNet_X,regnetx_004,224,True,a100,0.17,5.19,1284.82
RegNet_X,regnetx_004,224,False,a100,0.17,5.19,38.1
RegNet_X,regnetx_002,224,True,a100,0.1,2.71,1811.67
RegNet_X,regnetx_002,224,False,a100,0.1,2.71,55.74
VGG,vgg19,224,True,a100,19.64,143.67,1234.29
VGG,vgg19,224,False,a100,19.64,143.67,262.87
VGG,vgg16,224,True,a100,15.48,138.36,1514.04
VGG,vgg16,224,False,a100,15.48,138.36,304.96
MobileNet_V2,mobilenet_v2,224,True,a100,0.3,3.54,1724.67
MobileNet_V2,mobilenet_v2,224,False,a100,0.3,3.54,56.28
MobileNet_V1,mobilenet_v1,224,True,a100,0.57,4.25,2608.05
MobileNet_V1,mobilenet_v1,224,False,a100,0.57,4.25,64.13
Xception,xception,299,True,a100,8.36,22.91,793.82
Xception,xception,299,False,a100,8.36,22.91,55.28
EfficientNet_V2,efficient_s_v2,384,True,a100,8.41,21.61,474.41
EfficientNet_V2,efficient_s_v2,384,False,a100,8.41,21.61,15.22
EfficientNet_V2,efficient_m_v2,480,True,a100,24.69,54.43,238.62
EfficientNet_V2,efficient_m_v2,480,False,a100,24.69,54.43,9.29
EfficientNet_V2,efficient_l_v2,480,True,a100,56.27,119.03,136.06
EfficientNet_V2,efficient_l_v2,480,False,a100,56.27,119.03,6.88
EfficientNet_V2,efficient_b3_v2,300,True,a100,3.03,14.47,531.73
EfficientNet_V2,efficient_b3_v2,300,False,a100,3.03,14.47,15.31
EfficientNet_V2,efficient_b2_v2,260,True,a100,1.71,10.18,465.58
EfficientNet_V2,efficient_b2_v2,260,False,a100,1.71,10.18,17.43
EfficientNet_V2,efficient_b1_v2,240,True,a100,1.21,8.21,673.26
EfficientNet_V2,efficient_b1_v2,240,False,a100,1.21,8.21,21.83
EfficientNet_V2,efficient_b0_v2,224,True,a100,0.72,7.2,808.25
EfficientNet_V2,efficient_b0_v2,224,False,a100,0.72,7.2,28.25
EfficientNet_V1,efficient_b7,600,True,a100,38.13,66.66,107.52
EfficientNet_V1,efficient_b7,600,False,a100,38.13,66.66,8.34
EfficientNet_V1,efficient_b6,528,True,a100,19.29,43.27,162.92
EfficientNet_V1,efficient_b6,528,False,a100,19.29,43.27,10.08
EfficientNet_V1,efficient_b5,456,True,a100,10.4,30.56,268.44
EfficientNet_V1,efficient_b5,456,False,a100,10.4,30.56,13.16
EfficientNet_V1,efficient_b4,380,True,a100,4.46,19.47,463.45
EfficientNet_V1,efficient_b4,380,False,a100,4.46,19.47,14.52
EfficientNet_V1,efficient_b3,300,True,a100,1.86,12.32,578.09
EfficientNet_V1,efficient_b3,300,False,a100,1.86,12.32,17.02
EfficientNet_V1,efficient_b2,260,True,a100,1.01,9.18,662.06
EfficientNet_V1,efficient_b2,260,False,a100,1.01,9.18,21.01
EfficientNet_V1,efficient_b1,240,True,a100,0.7,7.86,710.85
EfficientNet_V1,efficient_b1,240,False,a100,0.7,7.86,22.3
EfficientNet_V1,efficient_b0,224,True,a100,0.39,5.33,924.51
EfficientNet_V1,efficient_b0,224,False,a100,0.39,5.33,31.43
ConvNeXt,convnext_xlarge,224,True,a100,60.56,350.2,315.85
ConvNeXt,convnext_xlarge,224,False,a100,60.56,350.2,14.03
ConvNeXt,convnext_large,224,True,a100,34.09,197.77,409.25
ConvNeXt,convnext_large,224,False,a100,34.09,197.77,15.42
ConvNeXt,convnext_base,224,True,a100,15.17,88.59,617.32
ConvNeXt,convnext_base,224,False,a100,15.17,88.59,16.82
ConvNeXt,convnext_small,224,True,a100,8.55,50.22,724.32
ConvNeXt,convnext_small,224,False,a100,8.55,50.22,16.89
ConvNeXt,convnext_tiny,224,True,a100,4.37,28.59,1167.16
ConvNeXt,convnext_tiny,224,False,a100,4.37,28.59,32.7
ResNetRS,resnetrs_420,224,True,a100,31.4,192.26,69.22
ResNetRS,resnetrs_420,224,False,a100,31.4,192.26,3.67
ResNetRS,resnetrs_350,224,True,a100,26.37,164.27,150.64
ResNetRS,resnetrs_350,224,False,a100,26.37,164.27,4.43
ResNetRS,resnetrs_270,224,True,a100,20.67,130.1,103.08
ResNetRS,resnetrs_270,224,False,a100,20.67,130.1,5.85
ResNetRS,resnetrs_200,224,True,a100,15.41,93.39,254.73
ResNetRS,resnetrs_200,224,False,a100,15.41,93.39,8.59
ResNetRS,resnetrs_152,224,True,a100,11.91,86.77,172.2
ResNetRS,resnetrs_152,224,False,a100,11.91,86.77,11.62
ResNetRS,resnetrs_101,224,True,a100,8.19,63.72,442.37
ResNetRS,resnetrs_101,224,False,a100,8.19,63.72,15.47
ResNetRS,resnetrs_50,224,True,a100,4.46,35.75,821.22
ResNetRS,resnetrs_50,224,False,a100,4.46,35.75,33.63
Inception,inception_resnetv2,299,True,a100,13.17,55.87,319.2
Inception,inception_resnetv2,299,False,a100,13.17,55.87,10.17
Inception,inception_v3,299,True,a100,5.73,23.85,791.55
Inception,inception_v3,299,False,a100,5.73,23.85,21.57
ResNet_V2,resnet152_v2,224,True,a100,10.92,60.38,377.37
ResNet_V2,resnet152_v2,224,False,a100,10.92,60.38,13.93
ResNet_V2,resnet101_v2,224,True,a100,7.2,44.68,589.13
ResNet_V2,resnet101_v2,224,False,a100,7.2,44.68,20.01
ResNet_V2,resnet50_v2,224,True,a100,3.49,25.61,562.63
ResNet_V2,resnet50_v2,224,False,a100,3.49,25.61,47.88
ResNet_V1,resnet152_v1,224,True,a100,11.29,60.42,260.78
ResNet_V1,resnet152_v1,224,False,a100,11.29,60.42,14.99
ResNet_V1,resnet101_v1,224,True,a100,7.58,44.71,378.77
ResNet_V1,resnet101_v1,224,False,a100,7.58,44.71,22.55
ResNet_V1,resnet50_v1,224,True,a100,3.86,25.64,719.42
ResNet_V1,resnet50_v1,224,False,a100,3.86,25.64,48.18