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HAILO10_classification.rst

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Public Pre-Trained Models

Here, we give the full list of publicly pre-trained models supported by the Hailo Model Zoo.

  • Benchmark Networks are marked with rocket
  • Networks available in TAPPAS are marked with star
  • Benchmark and TAPPAS networks run in performance mode
  • All models were compiled using Hailo Dataflow Compiler v3.30.0

ImageNet

Network Name Accuracy (top1) HW Accuracy FPS (Batch Size=1) FPS (Batch Size=8) Input Resolution (HxWxC) Params (M) OPS (G) Pretrained Source Compiled Profile Html
cas_vit_m 81.2 80.97 38 71 384x384x3 12.42 10.89 download link download download
cas_vit_s 79.93 79.83 52 103 384x384x3 5.5 5.4 download link download download
cas_vit_t 81.9 81.63 26 39 384x384x3 21.76 20.85 download link download download
davit_tiny 82.7 82.18 0 0 224x224x3 28.36 9.1 download link download download
deit_base 80.93 79.78 29 60 224x224x3 80.26 35.22 download link download download
deit_small 78.25 77.52 46 97 224x224x3 20.52 9.4 download link download download
deit_tiny 69.07 68.69 83 237 224x224x3 5.3 2.57 download link download download
efficientformer_l1 79.13 76.57 45 66 224x224x3 12.3 2.6 download link download download
efficientnet_l 80.47 79.29 85 163 300x300x3 10.55 19.4 download link download download
efficientnet_lite0 74.99 73.82 301 765 224x224x3 4.63 0.78 download link download download
efficientnet_lite1 76.67 76.27 215 513 240x240x3 5.39 1.22 download link download download
efficientnet_lite2 77.46 76.76 149 322 260x260x3 6.06 1.74 download link download download
efficientnet_lite3 79.29 78.79 109 231 280x280x3 8.16 2.8 download link download download
efficientnet_lite4 80.79 80.06 77 153 300x300x3 12.95 5.10 download link download download
efficientnet_m 78.91 78.53 140 268 240x240x3 6.87 7.32 download link download download
efficientnet_s 77.63 77.27 189 383 224x224x3 5.41 4.72 download link download download
fastvit_sa12 79.8 76.85 165 436 224x224x3 11.99 3.59 download link download download
hardnet39ds 73.43 73.01 319 836 224x224x3 3.48 0.86 download link download download
hardnet68 75.47 75.25 134 263 224x224x3 17.56 8.5 download link download download
inception_v1 69.74 69.54 272 556 224x224x3 6.62 3 download link download download
mobilenet_v1 70.97 70.3 1426 1426 224x224x3 4.22 1.14 download link download download
mobilenet_v2_1.0 rocket 71.78 70.85 869 869 224x224x3 3.49 0.62 download link download download
mobilenet_v2_1.4 74.18 73.2 294 673 224x224x3 6.09 1.18 download link download download
mobilenet_v3 72.21 71.81 346 793 224x224x3 4.07 2 download link download download
mobilenet_v3_large_minimalistic 72.12 70.6 492 1309 224x224x3 3.91 0.42 download link download download
regnetx_1.6gf 77.05 76.77 323 790 224x224x3 9.17 3.22 download link download download
regnetx_800mf 75.16 74.87 459 1195 224x224x3 7.24 1.6 download link download download
repghost_1_0x 73.03 72.2 208 489 224x224x3 4.1 0.28 download link download download
repghost_2_0x 77.18 76.93 130 316 224x224x3 9.8 1.04 download link download download
repvgg_a1 74.4 72.53 312 643 224x224x3 12.79 4.7 download link download download
repvgg_a2 76.52 74.47 190 336 224x224x3 25.5 10.2 download link download download
resmlp12_relu 75.27 74.82 89 311 224x224x3 15.77 6.04 download link download download
resnet_v1_18 71.27 70.79 416 865 224x224x3 11.68 3.64 download link download download
resnet_v1_34 72.7 72.18 218 477 224x224x3 21.79 7.34 download link download download
resnet_v1_50 rocket star 75.21 74.67 222 510 224x224x3 25.53 6.98 download link download download
resnext26_32x4d 76.17 75.94 263 508 224x224x3 15.37 4.96 download link download download
resnext50_32x4d 79.3 78.4 158 333 224x224x3 24.99 8.48 download link download download
squeezenet_v1.1 59.85 59.35 711 1287 224x224x3 1.24 0.78 download link download download
swin_small 83.13 80.25 13 27 224x224x3 50 17.6 download link download download
swin_tiny 81.3 79.54 26 48 224x224x3 29 9.1 download link download download
vit_base 84.5 83.45 29 60 224x224x3 86.5 35.188 download link download download
vit_base_bn rocket 79.98 79.24 52 135 224x224x3 86.5 35.188 download link download download
vit_small 81.5 80.38 52 119 224x224x3 21.12 8.62 download link download download
vit_small_bn 78.12 77.26 116 337 224x224x3 21.12 8.62 download link download download
vit_tiny 75.51 74.15 87 263 224x224x3 5.73 2.2 download link download download
vit_tiny_bn 68.95 67.33 206 800 224x224x3 5.73 2.2 download link download download