VCK190 ZCU102 ZCU104 KV260 VCK5000 U200 U200 U250
Vitis AI Model Zoo Details & Performance
Copyright 2022 Advanced Micro Devices, Inc.		 1* DPUCVDX8G 192 AIEs (C32B6CU1L2S2) @ 1250MHz 3* DPUCZDX8G B4096 @ 281MHz
Note: data is applicable to board revision 0432055-05, see Vitis AI release 2.5 for board revision 0432055-04 performance metrics		 2 * DPUCZDX8G B4096 @ 300MHz 1* DPUCZDX8G B4096F @ 300MHz 4PE DPUCVDX8H @350MHz Gen4x8 6PE DPUCVDX8H-aieDWC @350MHz Gen4x8 6PE DPUCVDX8H-aieMISC @350MHz Gen4x8 8PE DPUCVDX8H @350MHz Gen4x8 2* DPUCADF8H @300MHz 2* DPUCADF8H
@350MHz
xilinx_u200_xdma_201830_2 shell		 4* DPUCADF8H
@300MHz		 4* DPUCADX8G
@350Mhz
Task Market Specialization Application Framework Vitis-AI Model Name Zoo Name License Restriction(s) Model Architecture Model Research Publication Dataset Dataset URL Input Dims(HWC) FP32 Floating-Point Accuracy Quantized Accuracy Ops (G) Percentage Pruned MLPerf? E2E throughput (fps)
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Semantic Segmentation Medical Imaging Medical Segmentation PyTorch pt_3D-UNET_kits19_128_128_128_1065.44G   3D-UNET https://arxiv.org/abs/1606.06650 KiTS19 https://kits19.grand-challenge.org/data/ 128*128*128 0.8824 0.8774 1065.44     0.04 0.06 --- --- --- --- --- --- --- --- --- --- --- --- --- --- --- --- --- --- --- ---
NLP   Question and Answering PyTorch pt_bert-base_SQuAD_384_70.66G   BERT https://arxiv.org/abs/1810.04805 SQuAD https://rajpurkar.github.io/SQuAD-explorer/ 384 0.8848 0.837 70.66     --- --- --- --- --- --- --- --- --- --- --- --- --- --- --- --- --- --- --- --- --- ---
NLP   Question and Answering PyTorch pt_bert-large_SQuAD_384_246.42G   BERT https://arxiv.org/abs/1810.04805 SQuAD https://rajpurkar.github.io/SQuAD-explorer/ 384 0.9059 0.866 246.42     --- --- --- --- --- --- --- --- --- --- --- --- --- --- --- --- --- --- --- --- --- ---
NLP   Question and Answering PyTorch pt_bert-tiny_SQuAD_384_453M   BERT https://arxiv.org/abs/1810.04805 SQuAD https://rajpurkar.github.io/SQuAD-explorer/ 384 0.5231 0.5125 0.45     --- --- --- --- --- --- --- --- --- --- --- --- --- --- --- --- --- --- --- --- --- ---
Semantic Segmentation Medical Imaging Medical Segmentation PyTorch pt_CFLOW_LIDC_128_128_10.42G   cFlow https://arxiv.org/abs/2006.02683 LIDC https://wiki.cancerimagingarchive.net/pages/viewpage.action?pageId=1966254 128*128*3 0.7285 0.7277 10.42     90.79 97.06 62.45 187.89 66.24 144.71 66.95 73.86 --- --- --- --- --- --- --- --- --- --- --- --- --- ---
Object Detection Automotive ADAS Image-lidar fusion based 3D Detection PyTorch pt_CLOCs_kitti   CLOCs https://arxiv.org/abs/2009.00784 KITTI http://www.cvlibs.net/datasets/kitti/eval_object.php?obj_benchmark=3d 2d detection (YOLOX): 384*1248*3
3d detection (PointPillars): 12000*100*4
fusionnet: 800*1000*4		 2d detection: Mod Car bbox AP@0.70: 89.40
3d detection: Mod Car bev@0.7 :85.50
Mod Car 3d@0.7 :70.01
Mod Car bev@0.5 :89.69
Mod Car 3d@0.5 :89.48
fusionnet: Mod Car bev@0.7 :87.58
Mod Car 3d@0.7 :73.04
Mod Car bev@0.5 :93.98
Mod Car 3d@0.5 :93.56		 2d detection: Mod Car bbox AP@0.70: 89.50
3d detection: Mod Car bev@0.7 :85.50
Mod Car 3d@0.7 :70.01
Mod Car bev@0.5 :89.69
Mod Car 3d@0.5 :89.48
fusionnet: Mod Car bev@0.7 :87.58
Mod Car 3d@0.7 :73.04
Mod Car bev@0.5 :93.98
Mod Car 3d@0.5 :93.56		 41     8.11 14.56 2.85 10.47 2.89 10.32 3.08 9.24 11.5 --- 16.7 --- --- --- --- --- --- --- --- --- --- ---
Super Resolution Medical Imaging Super Resolution PyTorch pt_DRUNet_Kvasir_528_608_0.4G   DRUNET https://arxiv.org/abs/1803.00232 Kvasir https://datasets.simula.no/kvasir/ 528*608*3 PSNR = 34.57 PSNR = 34.06(QAT) 0.4     258.28 461.86 60.71 190.51 63.63 151.94 64.97 77.69 89.0 150.2 133.1 200.4 --- --- --- --- --- --- --- --- --- ---
Semantic Segmentation Automotive ADAS 2D Segmentation PyTorch pt_ENet_cityscapes_512_1024_11.3G   Enet https://arxiv.org/abs/1606.02147 Cityscapes https://www.cityscapes-dataset.com/ 512*1024 0.6442 0.6315 8.6     25.76 54.1 10.08 37.70 10.42 40.20 11.15 29.67 65.1 155.3 89.7 175.1 --- --- --- --- --- --- --- --- --- ---
Object Detection Smart Cities Face Mask Detection PyTorch pt_face-mask-detection_512_512_0.67G   AMD Custom AMD Custom AMD Custom AMD Custom 512*512*3 0.886 0.881 0.59     453.97 935.97 115.18 398.69 120.47 326.86 123.36 170.20 676.9 1410.0 --- --- --- --- --- --- --- --- --- --- --- ---
Depth Estimation Industrial Vision / Robotics Binocular depth estimation PyTorch pt_fadnet_sceneflow_576_960_0.65_154G   FADNet https://arxiv.org/abs/2003.10758 Sceneflow https://lmb.informatik.uni-freiburg.de/resources/datasets/SceneFlowDatasets.en.html 576*960*3 EPE: 0.823 EPE: 1.158 154 65.00%   8.83 15.99 1.76 2.70 2.63 5.37 2.75 4.34 9.9 13.6 --- --- --- --- --- --- --- --- --- --- --- ---
Depth Estimation Industrial Vision / Robotics Stereo Depth Estimation PyTorch pt_fadnet_sceneflow_576_960_441G   FADNet https://arxiv.org/abs/2003.10758 Sceneflow https://lmb.informatik.uni-freiburg.de/resources/datasets/SceneFlowDatasets.en.html 576*960*3 EPE: 0.926 EPE: 1.169 441     7.67 13.48 1.20 1.65 1.66 3.48 1.71 2.27 9.5 12.4 11.0 13.4 --- --- --- --- --- --- --- --- --- ---
Depth Estimation Industrial Vision / Robotics Stereo Depth Estimation PyTorch pt_fadnetv2_sceneflow_576_960_0.51_201G   FADNet https://arxiv.org/abs/2003.10758 Sceneflow https://lmb.informatik.uni-freiburg.de/resources/datasets/SceneFlowDatasets.en.html 576*960*3 EPE: 0.878 EPE: 1.185 201 51.00%   9.62 18.73 2.39 4.57 2.72 7.89 2.85 4.51 12.3 16.6 --- --- --- --- --- --- --- --- --- --- --- ---
Depth Estimation Industrial Vision / Robotics Stereo Depth Estimation PyTorch pt_fadnetv2_sceneflow_576_960_412G   FADNet https://arxiv.org/abs/2003.10758 Sceneflow https://lmb.informatik.uni-freiburg.de/resources/datasets/SceneFlowDatasets.en.html 576*960*3 EPE: 0.877 EPE: 1.183 412     9.07 16.96 1.58 2.44 1.85 4.84 1.89 2.59 11.2 14.6 --- --- --- --- --- --- --- --- --- --- --- ---
Semantic Segmentation Automotive ADAS 2D Segmentation PyTorch pt_HRNet_cityscapes_1024_2048_378G   HRNet https://arxiv.org/abs/1908.07919 Cityscapes https://www.cityscapes-dataset.com/ 1024*2048*3 0.8104 0.8061 378     5.24 5.77 0.60 0.60 --- --- --- --- 5.6 7.9 --- --- --- --- --- --- --- --- --- --- --- ---
Image Classification   General PyTorch pt_inceptionv3_imagenet_299_299_0.3_8G Non-Commercial Use Only Inception-v3 https://arxiv.org/abs/1512.00567 ILSVRC2012 https://www.image-net.org/download.php 299*299*3 0.775/0.936 0.772/0.935 8 30.00%   646.06 1027.29 75.98 180.84 80.57 158.60 81.38 87.08 564.0 1064.0 813.2 --- --- --- --- --- --- --- --- --- --- ---
Image Classification   General PyTorch pt_inceptionv3_imagenet_299_299_0.4_6.8G Non-Commercial Use Only Inception-v3 https://arxiv.org/abs/1512.00567 ILSVRC2012 https://www.image-net.org/download.php 299*299*3 0.768/0.931 0.764/0.929 6.8 40.00%   677.85 1114.32 85.61 209.04 90.63 181.72 91.75 99.12 605.4 1146.9 870.3 --- --- --- --- --- --- --- --- --- --- ---
Image Classification   General PyTorch pt_inceptionv3_imagenet_299_299_0.5_5.7G Non-Commercial Use Only Inception-v3 https://arxiv.org/abs/1512.00567 ILSVRC2012 https://www.image-net.org/download.php 299*299*3 0.757/0.921 0.752/0.918 5.7 50.00%   726.77 1251.31 97.45 241.08 103.03 209.16 104.42 114.12 654.7 1210.8 934.9 --- --- --- --- --- --- --- --- --- --- ---
Image Classification   General PyTorch pt_inceptionv3_imagenet_299_299_0.6_4.5G Non-Commercial Use Only Inception-v3 https://arxiv.org/abs/1512.00567 ILSVRC2012 https://www.image-net.org/download.php 299*299*3 0.739/0.911 0.732/0.908 4.5 60.00%   785.05 1428.95 114.80 287.61 121.16 250.05 122.73 136.16 731.5 1299.0 1020.7 --- --- --- --- --- --- --- --- --- --- ---
Image Classification   General PyTorch pt_inceptionv3_imagenet_299_299_11.4G Non-Commercial Use Only Inception-v3 https://arxiv.org/abs/1512.00567 ILSVRC2012 https://www.image-net.org/download.php 299*299*3 0.775/0.936 0.771/0.935 11.4     597.49 909.77 60.73 148.29 64.49 126.35 64.64 68.30 490.9 911.8 711.6 --- --- --- --- --- --- --- --- --- --- ---
Semantic Segmentation   General PyTorch pt_MaskRCNN_coco_800_800_240G   Mask R-CNN https://arxiv.org/abs/1703.06870 COCO https://cocodataset.org/#download 800*800*3 0.345 0.313 240     --- --- --- --- --- --- --- --- --- --- --- --- --- --- --- --- --- --- --- --- --- ---
Pose Detection Smart Cities Pose Estimation PyTorch pt_movenet_coco_192_192_0.5G   MoveNet https://arxiv.org/abs/2105.04154 COCO https://cocodataset.org/#download 192*192*3 0.7972 0.7984 0.5     244.39 437.2 93.96 391.31 94.99 372.12 102.03 352.26 2831.5 3234.7 --- --- --- --- --- --- --- --- --- --- --- ---
Image Classification   General PyTorch pt_OFA-depthwise-res50_imagenet_176_176_2.49G Non-Commercial Use Only ResNet50 https://arxiv.org/abs/1512.03385 ILSVRC2012 https://www.image-net.org/download.php 176*176*3 0.7633/0.9292 0.7629/0.9306 2.49     312.19 452.42 106.19 378.58 108.42 346.07 113.75 269.17 3273.4 3722.4 --- --- --- --- --- --- --- --- --- --- --- ---
Super Resolution Medical Imaging Super Resolution PyTorch pt_OFA-rcan_DIV2K_360_640_45.7G   OFA-RCAN   DIV2K https://data.vision.ee.ethz.ch/cvl/DIV2K/ 360*640*3 (Set5) PSNR/SSIM= 37.654/0.959
(Set14) PSNR/SSIM= 33.169/ 0.914
(B100) PSNR/SSIM= 31.891/ 0.897
(Urban100) PSNR/SSIM = 30.978/0.917		 (Set5) PSNR/SSIM= 37.384/0.956
(Set14) PSNR/SSIM= 33.012/ 0.911
(B100) PSNR/SSIM= 31.785/ 0.894
(Urban100) PSNR/SSIM = 30.839/0.913		 45.7     59.3 81.52 16.95 28.10 17.88 28.73 18.02 19.19 33.1 49.7 3182.6 66.2 --- --- --- --- --- --- --- --- --- ---
Image Classification   General PyTorch pt_OFA-resnet50_imagenet_160_160_0.88_1.8G Non-Commercial Use Only ResNet50 https://arxiv.org/abs/1512.03385 ILSVRC2012 https://www.image-net.org/download.php 160*160*3 0.752/0.918 0.744/0.918 1.8 88.00%   2021.49 3844.81 185.33 370.78 197.28 354.37 198.42 214.23 2154.1 4046.2 3182.6 --- --- --- --- --- --- --- --- --- --- ---
Image Classification   General PyTorch pt_OFA-resnet50_imagenet_192_192_0.74_3.6G Non-Commercial Use Only ResNet50 https://arxiv.org/abs/1512.03385 ILSVRC2012 https://www.image-net.org/download.php 192*192*3 0.777/0.937 0.770/0.933 3.6 74.00%   1492.4 2680.56 130.10 274.11 138.56 253.23 139.90 148.62 1412.3 2820.1 2083.6 --- --- --- --- --- --- --- --- --- --- ---
Image Classification   General PyTorch pt_OFA-resnet50_imagenet_224_224_0.45_8.2G Non-Commercial Use Only ResNet50 https://arxiv.org/abs/1512.03385 ILSVRC2012 https://www.image-net.org/download.php 224*224*3 0.795/0.945 0.784/0.941 8.2 45.00%   1026.47 1664.48 73.67 158.80 78.42 143.52 78.93 82.26 868.1 1779.5 1282.5 2295.7 --- --- --- --- --- --- --- --- --- ---
Image Classification   General PyTorch pt_OFA-resnet50_imagenet_224_224_0.60_6.0G Non-Commercial Use Only ResNet50 https://arxiv.org/abs/1512.03385 ILSVRC2012 https://www.image-net.org/download.php 224*224*3 0.791/0.943 0.780/0.939 6 60.00%   1106.85 1872.56 90.77 179.15 96.99 170.59 97.45 102.59 914.7 1730.2 1284.9 2229.1 --- --- --- --- --- --- --- --- --- ---
Image Classification   General PyTorch pt_OFA-resnet50_imagenet_224_224_15.0G Non-Commercial Use Only ResNet50 https://arxiv.org/abs/1512.03385 ILSVRC2012 https://www.image-net.org/download.php 224*224*3 0.799/0.948 0.789/0.944 15     819.15 1174.91 47.99 99.23 51.38 91.96 51.41 52.84 673.8 1201.8 971.7 1507.8 --- --- --- --- --- --- --- --- --- ---
Object Detection   General PyTorch pt_OFA-yolo_coco_640_640_0.3_34.72G   OFA-YOLO   COCO https://cocodataset.org/#download 640*640*3 0.42 0.401 34.72 30.00%   145.44 253.67 21.53 55.96 22.75 48.96 22.89 26.37 272.6 380.1 362.0 --- --- --- --- --- --- --- --- --- --- ---
Object Detection   General PyTorch pt_OFA-yolo_coco_640_640_0.5_24.62G   OFA-YOLO   COCO https://cocodataset.org/#download 640*640*3 0.392 0.378 24.62 60.00%   166.68 297.72 27.68 72.57 29.13 64.46 29.50 35.42 316.8 429.0 404.2 --- --- --- --- --- --- --- --- --- --- ---
Object Detection   General PyTorch pt_OFA-yolo_coco_640_640_48.88G   OFA-YOLO   COCO https://cocodataset.org/#download 640*640*3 0.436 0.421 48.88     127.8 221.97 16.87 43.95 17.91 37.63 17.85 20.07 227.0 256.2 249.3 --- --- --- --- --- --- --- --- --- --- ---
Industrial Vision / Robotics Industrial Vision / Robotics Production Recognition PyTorch pt_pmg_grocerystore_224_224_2.28G   PMG https://arxiv.org/abs/2003.03836 Grocery Store Website removed, perhaps email  Jingtian Peng (pjt@pinlandata.com) 224*224*3 0.723 0.706 2.28     1739.6 3507.28 155.90 401.18 165.74 333.04 166.73 178.26 1998.4 3528.9 2933.5 --- --- --- --- --- --- --- --- --- --- ---
Semantic Segmentation Automotive ADAS 3D Detection PyTorch pt_pointpillars_kitti_12000_100_11.2G   PointPillars https://arxiv.org/abs/1812.05784 KITTI http://www.cvlibs.net/datasets/kitti/ 12000*100*4 Car 3D AP@0.5(easy, moderate, hard) Car 3D AP@0.5(easy, moderate, hard) 11.2     24.93 34.34 19.41 51.66 19.94 49.52 22.41 32.22 3.1 --- 3.1 --- --- --- --- --- --- --- --- --- --- ---
Industrial Vision / Robotics Industrial Vision / Robotics Stereo Depth Estimation PyTorch pt_psmnet_sceneflow_576_960_0.68_696G   PSMNet https://arxiv.org/abs/1803.08669 Sceneflow https://lmb.informatik.uni-freiburg.de/resources/datasets/SceneFlowDatasets.en.html 576*960*3 EPE: 0.961 EPE: 1.022 696 68.00%   0.36 0.71 --- --- --- --- --- --- --- --- --- --- --- --- --- --- --- --- --- --- --- ---
Image Classification   General PyTorch pt_resnet50_imagenet_224_224_0.3_5.8G Non-Commercial Use Only ResNet50 https://arxiv.org/abs/1512.03385 ILSVRC2012 https://www.image-net.org/download.php 224*224*3 0.760/0.929 0.757/0.928 5.8 30.00%   1397.32 2891.67 92.49 201.54 98.15 181.92 99.42 104.44 1529.9 3496.4 2293.8 4645.5 --- --- --- --- --- --- --- --- --- ---
Image Classification   General PyTorch pt_resnet50_imagenet_224_224_0.4_4.9G Non-Commercial Use Only ResNet50 https://arxiv.org/abs/1512.03385 ILSVRC2012 https://www.image-net.org/download.php 224*224*3 0.755/0.926 0.752/0.925 4.9 40.00%   1451.8 3090.3 98.23 208.74 104.70 192.07 105.48 111.57 1581.4 3716.5 2371.4 4938.2 --- --- --- --- --- --- --- --- --- ---
Image Classification   General PyTorch pt_resnet50_imagenet_224_224_0.5_4.1G Non-Commercial Use Only ResNet50 https://arxiv.org/abs/1512.03385 ILSVRC2012 https://www.image-net.org/download.php 224*224*3 0.748/0.921 0.745/0.920 4.1 50.00%   1518.3 3407.21 107.45 225.57 114.20 208.34 115.46 122.66 1639.4 3974.6 2458.4 5295.8 --- --- --- --- --- --- --- --- --- ---
Image Classification   General PyTorch pt_resnet50_imagenet_224_224_0.6_3.3G Non-Commercial Use Only ResNet50 https://arxiv.org/abs/1512.03385 ILSVRC2012 https://www.image-net.org/download.php 224*224*3 0.742/0.917 0.738/0.915 3.3 60.00%   1589.65 3769.9 119.80 242.85 127.69 230.02 129.03 137.74 1730.5 4383.3 2596.6 5821.8 --- --- --- --- --- --- --- --- --- ---
Image Classification   General PyTorch pt_resnet50_imagenet_224_224_0.7_2.5G Non-Commercial Use Only ResNet50 https://arxiv.org/abs/1512.03385 ILSVRC2012 https://www.image-net.org/download.php 224*224*3 0.726/0.908 0.720/0.906 2.5 70.00%   1675.54 4455.75 130.54 273.82 139.04 254.32 140.61 151.27 1820.0 4819.4 2728.4 6335.4 --- --- --- --- --- --- --- --- --- ---
Image Classification   General PyTorch pt_resnet50_imagenet_224_224_8.2G Non-Commercial Use Only ResNet50 https://arxiv.org/abs/1512.03385 ILSVRC2012 https://www.image-net.org/download.php 224*224*3 0.761/0.929 0.760/0.928 8.2     1345.7 2688.35 79.92 189.67 84.74 161.92 85.51 89.34 1510.5 3417.8 2266.2 4548.2 --- --- --- --- --- --- --- --- --- ---
Semantic Segmentation Automotive ADAS 3D Point Cloud Segmentation PyTorch pt_salsanext_semantic-kitti_64_2048_0.6_20.4G   SalsaNext https://arxiv.org/abs/2003.03653 KITTI http://www.cvlibs.net/datasets/kitti/ 64*2048*3 Acc avg 0.8860, IoU avg 0.5100 Acc avg 0.8350, IoU avg 0.4540 20.4 60.00%   30.07 63.74 9.52 42.39 9.73 40.56 10.42 36.87 103.0 202.8 149.5 256.2 --- --- --- --- --- --- --- --- --- ---
Semantic Segmentation Automotive ADAS 3D Point Cloud Segmentation PyTorch pt_salsanextv2_semantic-kitti_64_2048_0.75_33.27G   SalsaNextv2 https://arxiv.org/abs/2003.03653 KITTI http://www.cvlibs.net/datasets/kitti/ 64*2048*5 mIou: 54.2% mIou: 54.2% 32 75.00%   21.82 56.53 5.95 14.36 6.27 15.71 6.39 12.07 58.7 87.0 77.1 97.4 --- --- --- --- --- --- --- --- --- ---
Semantic Segmentation Automotive ADAS 2D Segmentation PyTorch pt_SemanticFPN-mobilenetv2_cityscapes_512_1024_10G   Semantic FPN https://arxiv.org/abs/1901.02446 Cityscapes https://www.cityscapes-dataset.com/ 512*1024*3 0.687 0.682 5.4     27.19 55.73 10.52 54.75 10.72 53.02 11.23 32.90 690.2 1040.8 --- --- --- --- --- --- --- --- --- --- --- ---
Semantic Segmentation Automotive ADAS 2D Segmentation PyTorch pt_SemanticFPN-resnet18_cityscapes_256_512_10.56G   Semantic FPN https://arxiv.org/abs/1901.02446 Cityscapes https://www.cityscapes-dataset.com/ 256*512*3 0.629 0.623 10     110.34 223.63 35.51 172.84 36.36 151.41 37.94 86.80 198.6 206.8 926.6 1072.7 --- --- --- --- --- --- --- --- --- ---
Super Resolution Medical Imaging Super Resolution PyTorch pt_SESR-S_DIV2K_360_640_10.2G   SESR-S https://arxiv.org/abs/1801.10319 DIV2K https://data.vision.ee.ethz.ch/cvl/DIV2K/ 360*640*3 (Set5) PSNR/SSIM= 37.309/0.958
(Set14) PSNR/SSIM= 32.894/ 0.911
(B100) PSNR/SSIM= 31.663/ 0.893
(Urban100) PSNR/SSIM = 30.276/0.908		 (Set5) PSNR/SSIM= 36.813/0.954
(Set14) PSNR/SSIM= 32.607/ 0.906
(B100) PSNR/SSIM= 31.443/ 0.889
(Urban100) PSNR/SSIM = 29.901/0.899		 10.2     355.37 686.99 87.98 142.63 94.44 145.93 95.22 105.35 107.6 183.9 160.7 234.1 --- --- --- --- --- --- --- --- --- ---
Semantic Segmentation Automotive ADAS Instance Segmentation PyTorch pt_SOLO_coco_640_640_107G   SOLO https://arxiv.org/abs/1912.04488 COCO https://cocodataset.org/#download 640*640*3 0.242 0.212 107     4.38 7.44 1.45 4.97 1.46 4.86 1.45 4.42 55.1 --- 59.6 --- --- --- --- --- --- --- --- --- --- ---
Image Classification   General PyTorch pt_squeezenet_imagenet_224_224_703.5M Non-Commercial Use Only SqueezeNet https://arxiv.org/abs/1602.07360 ILSVRC2012 https://www.image-net.org/download.php 224*224*3 0.582/0.806 0.582/0.806 0.7035     3123.72 5827.04 572.15 1550.79 593.28 1326.09 610.11 760.15 3197.4 6658.9 4323.2 7664.4 --- --- --- --- --- --- --- --- --- ---
Image Classification Automotive Vehicle Classification PyTorch pt_vehicle-color-classification_VCoR_224_224_3.64G   AMD Custom AMD Custom VCoR https://www.kaggle.com/datasets/landrykezebou/vcor-vehicle-color-recognition-dataset 224*224*3 0.8885 0.882 3.64         209.07 561.84 224.76 463.20 227.34 249.04 3474.4 6617.8 5209.3 7772.6 --- --- --- --- --- --- --- --- --- ---
Image Classification Automotive Vehicle Classification PyTorch pt_vehicle-make-classification_VMMR_224_224_3.64G   AMD Custom AMD Custom VMMR https://github.com/faezetta/VMMRdb 224*224*3 0.9536 0.9522 3.64     2172.56 5564.65 211.96 562.15 224.74 463.56 227.20 248.93 3474.4 6615.8 5207.9 7767.3 --- --- --- --- --- --- --- --- --- ---
Image Classification Automotive Vehicle Classification PyTorch pt_vehicle-type-classification_CarBodyStyle_224_224_3.64G   AMD Custom AMD Custom CarBodyStyle https://www.kaggle.com/datasets/darshan1504/car-body-style-dataset 224*224*3 0.8482 0.8467 3.64     2178.87 5554.38 212.16 561.66 225.04 464.09 227.43 249.11 3471.5 6611.1 5208.7 7770.3 --- --- --- --- --- --- --- --- --- ---
Super Resolution Medical Imaging Super Resolution PyTorch pt_xilinxSR_360_640_DIV2K_364.88G   AMD Custom AMD Custom DIV2K https://data.vision.ee.ethz.ch/cvl/DIV2K/ 360*640*3 29.04dB 28.66dB 364.88     2171.43 5443.07 2.31 2.31 2.47 4.35 2.47 2.57 8.4 11.4 11.3 14.4 --- --- --- --- --- --- --- --- --- ---
Object Detection   General PyTorch pt_yolov4csp_coco_640_640_121G   YOLOv4-CSP https://arxiv.org/abs/2004.10934 COCO https://cocodataset.org/#download 640*640*3 0.47 0.463 121     79.43 118.99 7.39 20.21 7.85 16.13 7.89 8.37 127.9 173.6 167.8 --- --- --- --- --- --- --- --- --- --- ---
Object Detection   General PyTorch pt_yolov5-large_coco_640_640_109.6G   YOLOv5l   COCO https://cocodataset.org/#download 640*640*3 0.472 0.455 109.6     87.65 149.56 8.71 24.03 9.26 19.04 9.31 9.89 152.7 195.5 191.4 --- --- --- --- --- --- --- --- --- --- ---
Object Detection   General PyTorch pt_yolov5-nano_coco_640_640_4.6G   YOLOv5n   COCO https://cocodataset.org/#download 640*640*3 0.27 0.262 4.6     224.53 397.55 73.14 201.43 75.06 196.93 78.12 137.51 656.7 868.3 834.0 --- --- --- --- --- --- --- --- --- --- ---
Object Detection   General PyTorch pt_yolov5s6_coco_1280_1280_17G   YOLOv5s6   COCO https://cocodataset.org/#download 1280*1280 0.436 0.42 17     44.51 70.67 10.68 26.09 11.20 25.43 11.42 14.79 126.4 158.3 152.8 --- --- --- --- --- --- --- --- --- --- ---
Object Detection   General PyTorch pt_yolov6m_coco_640_640_82.4G   YOLOv6m https://arxiv.org/abs/2209.02976 COCO https://cocodataset.org/#download 640*640*3 0.483 0.475 82.4     126.8 218.45 6.24 27.31 6.46 24.53 18.07 20.12 205.6 273.7 275.0 --- --- --- --- --- --- --- --- --- --- ---
Object Detection   General PyTorch pt_yolox-nano_coco_416_416_1G   YOLOX-Nano https://arxiv.org/abs/2107.08430 COCO https://cocodataset.org/#download 416*416*3 0.22 0.21 1     621.49 1268.68 186.09 539.49 193.20 463.41 198.11 275.72 1372.1 --- --- --- --- --- --- --- --- --- --- --- --- ---
NLP   Question and Answering TensorFlow tf_bert-base_SQuAD_128_22.34G   BERT https://arxiv.org/abs/1810.04805 SQuAD https://rajpurkar.github.io/SQuAD-explorer/ 128 0.8694 0.8656 22.34     --- --- --- --- --- --- --- --- --- --- --- --- --- --- --- --- --- --- --- --- --- ---
Object Detection   General TensorFlow tf_efficientdet-d2_coco_768_768_11.06G   EfficientDet-d2 https://arxiv.org/abs/1911.09070 COCO https://cocodataset.org/#download 768*768*3 0.413 0.327 11.06     18.05 39.9 3.51 6.84 3.71 7.24 3.81 4.97 17.4 --- --- --- --- --- --- --- --- --- --- --- --- ---
Image Classification   General TensorFlow tf_efficientnet-edgetpu-L_imagenet_300_300_19.36G Non-Commercial Use Only EfficientNet-EdgeTPU Large https://arxiv.org/abs/2003.02838 ILSVRC2012 https://www.image-net.org/download.php 300*300*3 0.8026/0.9514 0.7996/0.9491 19.36     388.38 498.97 34.99 91.52 37.31 73.46 37.48 38.62 391.6 --- --- --- --- --- --- --- --- --- --- --- --- ---
Image Classification   General TensorFlow tf_efficientnet-edgetpu-M_imagenet_240_240_7.34G Non-Commercial Use Only EfficientNet-EdgeTPU Medium https://arxiv.org/abs/2003.02838 ILSVRC2012 https://www.image-net.org/download.php 240*240*3 0.7862/0.9440 0.7798/0.9406 7.34     880.5 1379.54 80.03 210.70 85.28 169.51 85.58 89.99 957.1 1334.9 --- --- --- --- --- --- --- --- --- --- --- ---
Image Classification   General TensorFlow tf_efficientnet-edgetpu-S_imagenet_224_224_4.72G Non-Commercial Use Only EfficientNet-EdgeTPU Small https://arxiv.org/abs/2003.02838 ILSVRC2012 https://www.image-net.org/download.php 224*224*3 0.7702/0.9377 0.7660/0.9337 4.72     1193.07 2167.06 115.12 318.97 122.57 250.53 123.37 131.58 1629.8 2476.3 --- --- --- --- --- --- --- --- --- --- --- ---
Industrial Vision / Robotics Industrial Vision / Robotics Hierarchical Localization TensorFlow tf_HFNet_mixed_960_960_20.09G   HFNet https://arxiv.org/abs/1812.03506 Aachen - RobotCar Seasons - CMU Seasons - HPatches - SfM - Google Landmarks - Berkeley Deep Drive https://github.com/ethz-asl/hfnet/blob/master/doc/datasets.md 960*960*3 Day: 76.2/83.6/90.0, Night: 58.2/68.4/80.6 Day: 74.2/82.4/89.2, Night: 54.1/66.3/73.5 20.09     9.36 22.31 3.54 16.34 3.21 14.66 3.39 11.31 --- --- --- --- --- --- --- --- --- --- --- --- --- ---
Image Classification   General TensorFlow tf_inceptionresnetv2_imagenet_299_299_26.35G Non-Commercial Use Only Inception-ResNet-v2 https://arxiv.org/abs/1602.07261 ILSVRC2012 https://www.image-net.org/download.php 299*299*3 0.8037 0.7946 26.35     382.69 491.89 23.98 54.46 25.57 47.41 25.64 26.18 292.2 484.4 424.3 --- --- --- --- --- --- --- --- --- --- ---
Image Classification   General TensorFlow tf_inceptionv1_imagenet_224_224_0.09_2.73G Non-Commercial Use Only Inception-v1 https://arxiv.org/abs/1512.00567 ILSVRC2012 https://www.image-net.org/download.php 224*224*3 0.691 0.6818 2.73 9.00%   1325.4 2572.2 199.62 514.88 212.59 440.75 213.46 240.82 1605.6 3770.7 2278.0 4549.6 --- --- --- --- --- --- --- --- --- ---
Image Classification   General TensorFlow tf_inceptionv1_imagenet_224_224_0.16_2.52G Non-Commercial Use Only Inception-v1 https://arxiv.org/abs/1512.00567 ILSVRC2012 https://www.image-net.org/download.php 224*224*3 0.6826 0.6746 2.52 16.00%   1348.5 2653.8 207.68 546.57 221.04 463.18 224.21 251.95 1627.5 3818.4 2313.2 4670.1 --- --- --- --- --- --- --- --- --- ---
Image Classification   General TensorFlow tf_inceptionv1_imagenet_224_224_3G Non-Commercial Use Only Inception-v1 https://arxiv.org/abs/1801.04381 ILSVRC2012 https://www.image-net.org/download.php 224*224*3 0.6976 0.6794 3     1290.72 2436.64 192.60 503.71 203.77 422.16 206.40 229.56 1524.4 3457.4 2151.0 4177.5 2.2 1834 --- --- --- 1.1 3631.7 --- --- ---
Image Classification   General TensorFlow tf_inceptionv2_imagenet_224_224_3.88G Non-Commercial Use Only Inception-v2 https://arxiv.org/abs/1512.00567 ILSVRC2012 https://www.image-net.org/download.php 224*224*3 0.7399 7331 3.88     821.15 1184.49 93.55 247.54 99.43 198.89 99.94 105.08 206.8 326.7 --- --- --- --- --- --- --- --- --- --- --- ---
Image Classification   General TensorFlow tf_inceptionv3_imagenet_299_299_0.2_9.1G Non-Commercial Use Only Inception-v3 https://arxiv.org/abs/1512.00567 ILSVRC2012 https://www.image-net.org/download.php 299*299*3 0.7786 0.7668 9.1 20.00%   622.61 969.58 68.46 162.85 72.79 142.37 72.94 78.05 536.5 992.1 768.4 --- --- --- --- --- --- --- --- --- --- ---
Image Classification   General TensorFlow tf_inceptionv3_imagenet_299_299_0.4_6.9G Non-Commercial Use Only Inception-v3 https://arxiv.org/abs/1512.00567 ILSVRC2012 https://www.image-net.org/download.php 299*299*3 0.7669 0.7561 6.9 40.00%   676.71 1109.65 85.11 208.04 90.25 180.73 90.99 98.52 566.4 931.3 746.4 --- --- --- --- --- --- --- --- --- --- ---
Image Classification   General TensorFlow tf_inceptionv3_imagenet_299_299_11.45G Non-Commercial Use Only Inception-v3 https://arxiv.org/abs/1512.00567 ILSVRC2012 https://www.image-net.org/download.php 299*299*3 0.7798 0.7735 11.45     585.44 884.52 60.59 147.04 64.33 125.69 64.68 68.37 494.6 921.9 712.6 --- 18.4 218 --- --- --- 9.2 434.9 --- --- ---
Image Classification   General TensorFlow tf_inceptionv4_imagenet_299_299_0.2_19.56G Non-Commercial Use Only Inception-v4 https://arxiv.org/abs/1512.00567 ILSVRC2012 https://www.image-net.org/download.php 299*299*3 0.7974 0.7882 19.56 20.00%   351.25 438.34 33.09 77.43 35.29 67.23 35.36 36.48 280.9 446.6 369.4 --- --- --- --- --- --- --- --- --- --- ---
Image Classification   General TensorFlow tf_inceptionv4_imagenet_299_299_0.4_14.79G Non-Commercial Use Only Inception-v4 https://arxiv.org/abs/1512.00567 ILSVRC2012 https://www.image-net.org/download.php 299*299*3 0.792 0.782 14.79 40.00%   383.1 490.94 40.41 93.96 43.05 82.23 43.20 44.82 325.6 582.3 453.7 --- --- --- --- --- --- --- --- --- --- ---
Image Classification   General TensorFlow tf_inceptionv4_imagenet_299_299_24.55G Non-Commercial Use Only Inception-v4 https://arxiv.org/abs/1602.07261 ILSVRC2012 https://www.image-net.org/download.php 299*299*3 0.8018 0.7928 24.55     335.35 414.49 28.97 71.12 30.87 59.68 30.92 31.76 277.8 506.1 396.7 --- --- --- --- --- --- --- --- --- --- ---
Object Detection   General TensorFlow tf_mlperf_resnet34_coco_1200_1200_433G   ResNet34 https://arxiv.org/abs/1512.03385 COCO https://cocodataset.org/#download 1200*1200*3 0.225 0.215 433   Y 11.88 20.95 1.85 7.15 1.89 5.23 1.87 2.64 50.3 77.1 70.2 91.0 --- --- --- --- --- --- --- --- --- ---
Image Classification   General TensorFlow tf_mlperf_resnet50_imagenet_224_224_8.19G Non-Commercial Use Only ResNet50 https://arxiv.org/abs/1512.03385 ILSVRC2012 https://www.image-net.org/download.php 224*224*3 0.7652 0.7606 8.19   Y 1342.12 2676.67 80.54 190.30 85.54 163.16 86.11 90.08 1476.8 3400.5 2213.0 4521.6 --- --- --- --- --- --- --- --- --- ---
Image Classification   General TensorFlow tf_mobilenetEdge0.75_imagenet_224_224_624M Non-Commercial Use Only mobilenetEdge0.75 No paper, based on TensorFlow model ILSVRC2012 https://www.image-net.org/download.php 224*224*3 0.7201 0.6489 0.624     1885.25 4887.82 262.66 735.87 277.72 608.29 281.97 327.53 3151.4 5646.9 --- --- --- --- --- --- --- --- --- --- --- ---
Image Classification   General TensorFlow tf_mobilenetEdge1.0_imagenet_224_224_990M Non-Commercial Use Only mobilenetEdge1.0 No paper, based on TensorFlow model ILSVRC2012 https://www.image-net.org/download.php 224*224*3 0.7227 0.6775 0.99     1808.15 4790.46 216.97 597.48 229.50 487.18 233.63 263.33 2943.6 5141.8 --- --- --- --- --- --- --- --- --- --- --- ---
Image Classification   General TensorFlow tf_mobilenetv1_0.25_imagenet_128_128_27M Non-Commercial Use Only MobileNetV1 https://arxiv.org/abs/1704.04861 ILSVRC2012 https://www.image-net.org/download.php 128*128*3 0.4144 0.3464 0.027     5013.8 10225.2 1316.79 4831.96 1341.92 4324.84 1445.63 2431.52 20846.7 22835.0 --- --- --- --- --- --- --- --- --- --- --- ---
Image Classification   General TensorFlow tf_mobilenetv1_0.5_imagenet_160_160_150M Non-Commercial Use Only MobileNetV1 https://arxiv.org/abs/1704.04861 ILSVRC2012 https://www.image-net.org/download.php 160*160*3 0.5903 0.5195 0.15     3607.19 7907.54 903.32 3467.80 935.17 2667.59 982.56 1473.14 9609.9 15667.3 --- --- --- --- --- --- --- --- --- --- --- ---
Image Classification   General TensorFlow tf_mobilenetv1_1.0_imagenet_224_224_0.11_1.02G Non-Commercial Use Only MobileNetV1 https://arxiv.org/abs/1704.04861 ILSVRC2012 https://www.image-net.org/download.php 224*224*3 0.7056 0.6822 0.11 11.00%   2010.66 4913.26 335.62 993.52 352.50 812.46 359.98 440.03 7205.6 8787.8 --- --- --- --- --- --- --- --- --- --- --- ---
Image Classification   General TensorFlow tf_mobilenetv1_1.0_imagenet_224_224_0.12_1G Non-Commercial Use Only MobileNetV1 https://arxiv.org/abs/1704.04861 ILSVRC2012 https://www.image-net.org/download.php 224*224*3 0.706 0.685 0.12 12.00%   1996.61 4906.86 337.80 990.11 355.01 816.00 364.36 444.15 7208.1 8810.8 --- --- --- --- --- --- --- --- --- --- --- ---
Image Classification   General TensorFlow tf_mobilenetv1_1.0_imagenet_224_224_1.14G Non-Commercial Use Only MobileNetV1 https://arxiv.org/abs/1704.04861 ILSVRC2012 https://www.image-net.org/download.php 224*224*3 0.7102 0.678 1.14     1998.32 4935.86 330.82 1038.05 346.87 806.06 356.72 431.28 6721.4 8607.2 --- --- --- --- --- --- --- --- --- --- --- ---
Image Classification   General TensorFlow tf_mobilenetv2_1.0_imagenet_224_224_602M Non-Commercial Use Only MobileNetV2 https://arxiv.org/abs/1801.04381 ILSVRC2012 https://www.image-net.org/download.php 224*224*3 0.7013 0.6767 62     1887.59 4930.31 270.02 764.41 284.71 621.04 290.01 338.08 3931.5 6565.3 --- --- --- --- --- --- --- --- --- --- --- ---
Image Classification   General TensorFlow tf_mobilenetv2_1.4_imagenet_224_224_1.16G Non-Commercial Use Only MobileNetV2 https://arxiv.org/abs/1801.04381 ILSVRC2012 https://www.image-net.org/download.php 224*224*3 0.7411 0.7194 1.16     1579.1 3680.09 191.45 504.48 203.00 419.48 205.72 228.14 3053.3 4966.7 --- --- --- --- --- --- --- --- --- --- --- ---
Semantic Segmentation Automotive ADAS 2D Segmentation TensorFlow tf_mobilenetv2_cityscapes_1024_2048_132.74G   MobileNetv2 https://arxiv.org/abs/1801.04381 Cityscapes https://www.cityscapes-dataset.com/ 1024*2048*3 0.6263 0.4578 132.74     5.34 11.82 1.75 5.34 1.81 5.51 1.90 3.31 16.6 16.3 --- --- --- --- --- --- --- --- --- --- --- ---
Super Resolution Medical Imaging Super Resolution TensorFlow tf_rcan_DIV2K_360_640_0.98_86.95G   RCAN https://arxiv.org/abs/1807.02758 DIV2K https://data.vision.ee.ethz.ch/cvl/DIV2K/ 360*640*3 Set5 Y_PSNR : 37.640
SSIM : 0.959		 Set5 Y_PSNR : 37.2495
SSIM : 0.9556		 86.95 98.00%   45.52 57.54 9.32 19.25 9.92 18.96 9.96 10.31 35.6 53.4 52.8 70.9 --- --- --- --- --- --- --- --- --- ---
Object Detection   General TensorFlow tf_refinedet_VOC_320_320_81.9G   RefineDet https://arxiv.org/abs/1711.06897 VOC2012 http://host.robots.ox.ac.uk/pascal/VOC/voc2012/ 320*320*3 0.8015 0.7999 81.9     92.92 224.04 11.34 35.42 10.88 25.97 11.06 13.14 196.3 304.0 286.8 397.2 --- --- --- --- --- --- --- --- --- ---
Object Detection Medical Imaging Medical Detection TensorFlow tf_RefineDet-Medical_EDD_320_320_0.5_41.42G   RefineDet https://arxiv.org/abs/1711.06897 EDD2020 https://ieee-dataport.org/competitions/endoscopy-disease-detection-and-segmentation-edd2020#files 320*320*3 0.7798 0.7772 41.42 50.00%   340.23 558.82 22.46 68.56 23.89 50.26 24.02 25.30 323.8 522.3 473.4 687.0 --- --- --- --- --- --- --- --- --- ---
Object Detection Medical Imaging Medical Detection TensorFlow tf_RefineDet-Medical_EDD_320_320_0.75_20.54G   RefineDet https://arxiv.org/abs/1711.06897 EDD2020 https://ieee-dataport.org/competitions/endoscopy-disease-detection-and-segmentation-edd2020#files 320*320*3 0.7885 0.7826 20.54 75.00%   444.46 900.11 39.51 125.98 41.86 92.29 42.30 46.48 410.0 632.6 562.1 794.1 --- --- --- --- --- --- --- --- --- ---
Object Detection Medical Imaging Medical Detection TensorFlow tf_RefineDet-Medical_EDD_320_320_0.85_12.32G   RefineDet https://arxiv.org/abs/1711.06897 EDD2020 https://ieee-dataport.org/competitions/endoscopy-disease-detection-and-segmentation-edd2020#files 320*320*3 0.7898 0.7877 12.32 85.00%   531.89 1280.02 59.46 198.22 62.73 146.08 63.71 73.53 518.8 941.0 769.9 1199.3 --- --- --- --- --- --- --- --- --- ---
Object Detection Medical Imaging Medical Detection TensorFlow tf_RefineDet-Medical_EDD_320_320_0.88_9.83G   RefineDet https://arxiv.org/abs/1711.06897 EDD2020 https://ieee-dataport.org/competitions/endoscopy-disease-detection-and-segmentation-edd2020#files 320*320*3 0.7839 0.8002 9.83 88.00%   548.39 1299.75 67.46 229.81 71.17 169.65 71.91 85.54 536.2 974.9 791.8 1247.0 --- --- --- --- --- --- --- --- --- ---
Object Detection Medical Imaging Medical Detection TensorFlow tf_RefineDet-Medical_EDD_320_320_81.28G   RefineDet https://arxiv.org/abs/1711.06897 EDD2020 https://ieee-dataport.org/competitions/endoscopy-disease-detection-and-segmentation-edd2020#files 320*320*3 0.7866 0.7857 81.28     229.75 311.21 12.07 35.85 12.85 26.24 12.89 13.25 196.6 304.6 287.3 398.2 --- --- --- --- --- --- --- --- --- ---
Image Classification   General TensorFlow tf_resnetv1_101_imagenet_224_224_0.35_9.4G Non-Commercial Use Only ResNet101 https://arxiv.org/abs/1512.03385 ILSVRC2012 https://www.image-net.org/download.php 224*224*3 0.7566 0.7488 9.4 35.00%   1148.63 1985.98 58.62 141.33 62.62 119.40 62.99 65.06 1101.7 2509.2 1650.4 3340.0 --- --- --- --- --- --- --- --- --- ---
Image Classification   General TensorFlow tf_resnetv1_101_imagenet_224_224_0.57_6.21G Non-Commercial Use Only ResNet101 https://arxiv.org/abs/1512.03385 ILSVRC2012 https://www.image-net.org/download.php 224*224*3 0.7502 0.7463 6.21 57.00%   1322.39 2561.92 72.21 171.37 77.27 146.23 77.89 81.01 1222.9 3115.9 1834.2 4145.6 --- --- --- --- --- --- --- --- --- ---
Image Classification   General TensorFlow tf_resnetv1_101_imagenet_224_224_14.4G Non-Commercial Use Only ResNet50 https://arxiv.org/abs/1512.03385 ILSVRC2012 https://www.image-net.org/download.php 224*224*3 0.764 0.756 14.4     1055.21 1727.18 47.09 122.51 50.11 97.64 50.33 51.67 1026.8 2230.2 1539.4 2965.2 8.5 472 --- --- --- 4.24 941.9 --- --- ---
Image Classification   General TensorFlow tf_resnetv1_152_imagenet_224_224_0.51_10.68G Non-Commercial Use Only ResNet152 https://arxiv.org/abs/1512.03385 ILSVRC2012 https://www.image-net.org/download.php 224*224*3 0.7591 0.7558 10.68 51.00%   1024.26 1635.92 47.12 113.09 50.33 94.98 50.66 51.98 845.9 2078.8 1268.6 2765.7 --- --- --- --- --- --- --- --- --- ---
Image Classification   General TensorFlow tf_resnetv1_152_imagenet_224_224_0.6_8.82G Non-Commercial Use Only ResNet152 https://arxiv.org/abs/1512.03385 ILSVRC2012 https://www.image-net.org/download.php 224*224*3 0.7568 0.7545 8.82 60.00%   1092.61 1851 51.51 122.09 55.07 103.36 55.46 57.05 882.7 2300.3 1323.7 3064.3 --- --- --- --- --- --- --- --- --- ---
Image Classification   General TensorFlow tf_resnetv1_152_imagenet_224_224_21.83G Non-Commercial Use Only ResNet50 https://arxiv.org/abs/1512.03385 ILSVRC2012 https://www.image-net.org/download.php 224*224*3 0.7681 0.7463 21.83     827.25 1200.09 32.01 84.68 34.14 66.64 34.20 34.81 734.0 1586.1 1100.5 2108.8 12.7 316 --- --- --- 6.35 630.3 --- --- ---
Image Classification   General TensorFlow tf_resnetv1_50_imagenet_224_224_0.38_4.3G Non-Commercial Use Only ResNet50 https://arxiv.org/abs/1512.03385 ILSVRC2012 https://www.image-net.org/download.php 224*224*3 0.7442 0.7375 0.38 38.00%   1514.42 3375.93 111.69 239.19 118.83 219.14 120.41 128.00 1714.8 4007.8 2573.7 5350.2 --- --- --- --- --- --- --- --- --- ---
Image Classification   General TensorFlow tf_resnetv1_50_imagenet_224_224_0.65_2.45G Non-Commercial Use Only ResNet50 https://arxiv.org/abs/1512.03385 ILSVRC2012 https://www.image-net.org/download.php 224*224*3 0.7279 0.7167 2.45 65.00%   1738.45 4565.52 141.57 310.89 151.29 282.07 153.44 165.89 2034.9 5472.2 3053.1 6914.0 --- --- --- --- --- --- --- --- --- ---
Image Classification   General TensorFlow tf_resnetv1_50_imagenet_224_224_6.97G Non-Commercial Use Only ResNet50 https://arxiv.org/abs/1512.03385 ILSVRC2012 https://www.image-net.org/download.php 224*224*3 0.752 0.7436 6.97     1427.03 3022.13 90.27 214.04 95.98 183.32 96.63 101.53 1644.7 3732.8 2466.9 4972.4 4.2 947 --- --- --- 2.13 1881.6 --- --- ---
Image Classification   General TensorFlow tf_resnetv2_101_imagenet_299_299_26.78G Non-Commercial Use Only ResNet50V2 https://arxiv.org/abs/1603.05027 ILSVRC2012 https://www.image-net.org/download.php 299*299*3 0.7695 0.7506 26.78     409.14 531.02 23.61 57.07 25.18 47.89 25.25 25.83 236.7 --- --- --- --- --- --- --- --- --- --- --- --- ---
Image Classification   General TensorFlow tf_resnetv2_152_imagenet_299_299_40.47G Non-Commercial Use Only ResNet50V2 https://arxiv.org/abs/1603.05027 ILSVRC2012 https://www.image-net.org/download.php 299*299*3 0.7779 0.7432 40.47     327.64 402.36 16.08 38.96 17.17 32.62 17.22 17.45 165.3 --- --- --- --- --- --- --- --- --- --- --- --- ---
Image Classification   General TensorFlow tf_resnetv2_50_imagenet_299_299_13.1G Non-Commercial Use Only ResNet50V2 https://arxiv.org/abs/1603.05027 ILSVRC2012 https://www.image-net.org/download.php 299*299*3 0.7559 0.7445 13.1     542.98 783.3 45.08 102.48 48.06 90.77 48.40 50.37 415.6 --- --- --- --- --- --- --- --- --- --- --- --- ---
Object Detection   General TensorFlow tf_ssdinceptionv2_coco_300_300_9.62G   SSD inception-v2 No paper, based on TensorFlow model COCO https://cocodataset.org/#download 300*300*3 0.239 0.236 9.62     271.95 418.21 39.64 108.56 42.00 90.00 42.47 47.57 104.6 164.8 --- --- --- --- --- --- --- --- --- --- --- ---
Object Detection   General TensorFlow tf_ssdlite_mobilenetv2_coco_300_300_1.5G   SSDLite MobileNetV2 No paper, based on TensorFlow model COCO https://cocodataset.org/#download 300*300*3 0.217 0.209 1.5     408.32 519.63 106.47 327.82 110.74 285.14 113.46 160.49 1816.6 2266.3 --- --- --- --- --- --- --- --- --- --- --- ---
Object Detection   General TensorFlow tf_ssdmobilenetv1_coco_300_300_2.47G   SSD MobileNetV1 No paper, based on TensorFlow model COCO https://cocodataset.org/#download 300*300*3 0.208 0.21 2.47     431.06 522.66 111.86 364.84 115.62 315.33 119.29 173.64 2231.6 2284.8 --- --- --- --- --- --- --- --- --- --- --- ---
Object Detection   General TensorFlow tf_ssdmobilenetv2_coco_300_300_3.75G   SSD MobileNetV2 No paper, based on TensorFlow model COCO https://cocodataset.org/#download 300*300*3 0.215 0.211 3.75     395.81 515 81.93 223.90 85.41 200.20 87.45 112.89 1259.7 1847.8 --- --- --- --- --- --- --- --- --- --- --- ---
Object Detection   General TensorFlow tf_ssdresnet50v1_fpn_coco_640_640_178.4G   SSD ResNet50v1 FPN https://arxiv.org/abs/1708.02002 COCO https://cocodataset.org/#download 640*640*3 0.301 0.29 178.4     11.07 12.21 2.92 5.27 2.94 5.26 2.98 5.41 83.8 103.1 99.8 113.9 --- --- --- --- --- --- --- --- --- ---
  Industrial Vision / Robotics Interest Point Detection and Description TensorFlow tf_superpoint_mixed_480_640_52.4G   SuperPoint https://arxiv.org/abs/2107.03601 COCO 2014 https://cocodataset.org/#download 480*640*3 83.4 (thr=3) 84.3 (thr=3) 52.4     49.84 105.91 12.54 53.25 10.96 40.27 11.43 20.54 --- --- --- --- --- --- --- --- --- --- --- --- --- ---
Image Classification   General TensorFlow tf_vgg16_imagenet_224_224_0.43_17.67G Non-Commercial Use Only VGG16 https://arxiv.org/abs/1409.1556 ILSVRC2012 https://www.image-net.org/download.php 224*224*3 0.6929 0.6823 17.67 43.00%   836.16 1212.72 43.47 106.20 46.38 88.45 46.48 47.55 586.7 962.0 873.0 --- --- --- --- --- --- --- --- --- --- ---
Image Classification   General TensorFlow tf_vgg16_imagenet_224_224_0.5_15.64G Non-Commercial Use Only VGG16 https://arxiv.org/abs/1409.1556 ILSVRC2012 https://www.image-net.org/download.php 224*224*3 0.6857 0.6729 15.64 50.00%   890.42 1328.27 47.21 117.01 50.38 96.83 50.47 51.75 634.5 1041.8 939.1 --- --- --- --- --- --- --- --- --- --- ---
Image Classification   General TensorFlow tf_vgg16_imagenet_224_224_30.96G Non-Commercial Use Only VGG16 https://arxiv.org/abs/1409.1556 ILSVRC2012 https://www.image-net.org/download.php 224*224*3 0.7089 0.7069 30.96     505.43 621.19 20.50 43.40 21.84 38.43 21.79 22.02 325.8 501.5 475.5 --- --- --- --- --- --- --- --- --- --- ---
Image Classification   General TensorFlow tf_vgg19_imagenet_224_224_0.24_29.79G Non-Commercial Use Only VGG19 https://arxiv.org/abs/1409.1556 ILSVRC2012 https://www.image-net.org/download.php 224*224*3 0.7075 0.7022 29.79 24.00%   539.513 674.046 22.36 50.73 23.85 43.58 23.85 24.13 357.8 558.6 527.5 --- --- --- --- --- --- --- --- --- --- ---
Image Classification   General TensorFlow tf_vgg19_imagenet_224_224_0.39_23.78G Non-Commercial Use Only VGG19 https://arxiv.org/abs/1409.1556 ILSVRC2012 https://www.image-net.org/download.php 224*224*3 0.6954 0.6903 23.78     656.458 865.695 31.36 75.28 33.49 63.06 33.50 34.08 451.2 719.0 667.9 --- --- --- --- --- --- --- --- --- --- ---
Image Classification   General TensorFlow tf_vgg19_imagenet_224_224_39.28G Non-Commercial Use Only VGG19 https://arxiv.org/abs/1409.1556 ILSVRC2012 https://www.image-net.org/download.php 224*224*3 0.71 0.7026 39.28     459.81 553.86 17.65 38.87 18.82 33.75 18.77 18.94 291.0 442.9 422.9 --- --- --- --- --- --- --- --- --- --- ---
Image Classification   General TensorFlow tf_ViT_imagenet_352_352_21.3G Non-Commercial Use Only ViT https://arxiv.org/abs/2010.11929 ILSVRC2012 https://www.image-net.org/download.php 352*352*3 0.8282 0.8254 21.3     --- --- --- --- --- --- --- --- --- --- --- --- --- --- --- --- --- --- --- --- --- ---
Object Detection   General TensorFlow tf_yolov3_voc_416_416_65.63G   YOLOv3 https://arxiv.org/abs/1804.02767 VOC2012 http://host.robots.ox.ac.uk/pascal/VOC/voc2012/ 416*416*3 0.7846 0.7744 65.63     214.94 287.23 13.58 37.82 14.47 29.16 14.50 14.90 275.4 388.3 380.5 478.1 --- --- --- --- --- --- --- --- --- ---
Object Detection   General TensorFlow tf_yolov4_coco_416_416_60.3G   YOLOv4 https://arxiv.org/abs/2004.10934 COCO https://cocodataset.org/#download 416*416*3 0.477 0.393 60.3     140.1 211.66 13.51 35.81 14.35 29.04 14.36 15.34 235.2 --- 305.5 --- --- --- --- --- --- --- --- --- --- ---
Object Detection   General TensorFlow tf_yolov4_coco_512_512_91.2G   YOLOv4 https://arxiv.org/abs/2004.10934 COCO https://cocodataset.org/#download 512*512*3 0.487 0.412 91.2     104.15 152.76 10.24 26.40 10.92 21.82 10.90 11.65 134.5 --- 155.8 --- --- --- --- --- --- --- --- --- --- ---
Semantic Segmentation Medical Imaging Medical Cell Nuclear Segmentation TensorFlow 2 tf2_2d-unet_nuclei_128_128_5.31G   Unet https://arxiv.org/abs/1505.04597 Nuclei https://www.kaggle.com/code/advaitsave/tensorflow-2-nuclei-segmentation-unet/notebook 128*128*3 0.3968 0.3968 5.31     1499.58 2938.48 156.64 436.97 166.15 352.09 167.88 182.93 855.9 1209.4 1167.5 1448.5 --- --- --- --- --- --- --- --- --- ---
Image Classification   General TensorFlow 2 tf2_efficientnet-b0_imagenet_224_224_0.36G Non-Commercial Use Only EfficientNet-B0 https://arxiv.org/abs/1905.11946 ILSVRC2012 https://www.image-net.org/download.php 224*224*3 0.7690/0.9320 0.7515/0.9273 0.78     1084.77 1810.3 77.92 156.48 83.21 146.49 83.52 87.18 285.9 --- --- --- --- --- --- --- --- --- --- --- --- ---
Image Classification   General TensorFlow 2 tf2_Efficientnet-lite_imagenet_224_224_0.77G Non-Commercial Use Only EfficientNet lite   ILSVRC2012 https://www.image-net.org/download.php 224*224*3 0.7501 0.7444 0.77     1667.34 4406.25 202.27 580.00 213.93 458.15 218.02 243.88 2456.8 3898.1 --- --- --- --- --- --- --- --- --- --- --- ---
Semantic Segmentation Automotive ADAS 2D Segmentation TensorFlow 2 tf2_erfnet_cityscapes_512_1024_54G   ERFNet http://www.robesafe.uah.es/personal/eduardo.romera/pdfs/Romera17tits.pdf Cityscapes https://www.cityscapes-dataset.com/ 512*1024*3 0.5298 0.5167 54     20.54 46.26 7.43 24.47 7.68 25.56 8.10 15.36 59.4 113.3 76.1 118.7 --- --- --- --- --- --- --- --- --- ---
Image Classification   General TensorFlow 2 tf2_inceptionv3_imagenet_299_299_11.5G Non-Commercial Use Only Inception-v3 https://arxiv.org/abs/1512.00567 ILSVRC2012 https://www.image-net.org/download.php 299*299*3 0.7753 0.7694 11.5     644.66 1033.2 59.90 147.49 63.60 125.13 64.04 67.53 487.0 958.6 710.7 --- --- --- --- --- --- --- --- --- --- ---
Image Classification   General TensorFlow 2 tf2_mobilenetv1_imagenet_224_224_1.15G Non-Commercial Use Only MobileNetV1 https://arxiv.org/abs/1704.04861 ILSVRC2012 https://www.image-net.org/download.php 224*224*3 0.7005 0.5603 1.15     2013.04 4941.36 325.09 1017.95 341.54 796.33 350.74 422.62 6708.6 8575.9 --- --- --- --- --- --- --- --- --- --- --- ---
Image Classification   General TensorFlow 2 tf2_mobilenetv3_imagenet_224_224_132M Non-Commercial Use Only MobileNetV3 https://arxiv.org/abs/1905.02244 ILSVRC2012 https://www.image-net.org/download.php 224*224*3 0.6756/0.8728 0.6536/0.8544 0.132     2019.91 4904.55 343.79 1073.70 365.02 847.76 375.17 458.98 1429.7 --- --- --- --- --- --- --- --- --- --- --- --- ---
Image Classification   General TensorFlow 2 tf2_resnet50_imagenet_224_224_7.76G Non-Commercial Use Only ResNet50 https://arxiv.org/abs/1512.03385 ILSVRC2012 https://www.image-net.org/download.php 224*224*3 0.7513 0.7423 7.76     1434.64 3026.6 89.16 213.59 95.05 182.46 95.37 100.06 1644.3 3732.7 2465.7 --- --- --- --- --- --- --- --- --- --- ---
Object Detection   General TensorFlow 2 tf2_yolov3_coco_416_416_65.9G   YOLOv3 https://arxiv.org/abs/1804.02767 COCO https://cocodataset.org/#download 416*416*3 0.377 0.331 65.9     189.42 286.57 13.27 37.53 14.11 29.02 14.16 14.80 274.3 382.9 376.0 472.2 --- --- --- --- --- --- --- --- --- ---