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HAILO15M_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 v3.29.0

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
cas_vit_m 81.2 81.01 37 71 384x384x3 12.42 10.89 download link rgbx
cas_vit_s 79.93 79.68 50 102 384x384x3 5.5 5.4 download link rgbx
cas_vit_t 81.9 81.61 25 39 384x384x3 21.76 20.85 download link rgbx
deit_base 80.93 80.35 28 59 224x224x3 80.26 35.22 download link rgbx
deit_small 76.25 75.51 40 90 224x224x3 20.52 9.4 download link rgbx
deit_tiny 69.07 68.45 73 227 224x224x3 5.3 2.57 download link rgbx
efficientnet_l 80.47 79.3 83 163 300x300x3 10.55 19.4 download link rgbx
efficientnet_lite0 74.99 73.85 282 749 224x224x3 4.63 0.78 download link rgbx
efficientnet_lite1 76.67 76.3 206 482 240x240x3 5.39 1.22 download link rgbx
efficientnet_lite2 77.46 76.73 143 319 260x260x3 6.06 1.74 download link rgbx
efficientnet_lite3 79.29 78.66 109 226 280x280x3 8.16 2.8 download link rgbx
efficientnet_lite4 80.79 80.08 74 150 300x300x3 12.95 5.10 download link rgbx
efficientnet_m 78.91 78.48 136 266 240x240x3 6.87 7.32 download link rgbx
efficientnet_s 77.63 77.3 182 380 224x224x3 5.41 4.72 download link rgbx
fastvit_sa12 76.8 76.7 157 427 224x224x3 11.99 3.59 download link rgbx
hardnet39ds 73.43 73.0 296 817 224x224x3 3.48 0.86 download link rgbx
hardnet68 75.47 75.21 128 259 224x224x3 17.56 8.5 download link rgbx
inception_v1 69.74 69.54 257 546 224x224x3 6.62 3 download link rgbx
mobilenet_v1 70.97 70.28 1426 1426 224x224x3 4.22 1.14 download link rgbx
mobilenet_v2_1.0 rocket 71.78 70.92 869 869 224x224x3 3.49 0.62 download link rgbx
mobilenet_v2_1.4 74.18 73.25 281 666 224x224x3 6.09 1.18 download link rgbx
mobilenet_v3 72.21 71.81 330 782 224x224x3 4.07 2 download link rgbx
mobilenet_v3_large_minimalistic 72.12 70.6 463 1287 224x224x3 3.91 0.42 download link rgbx
regnetx_1.6gf 77.05 76.77 311 782 224x224x3 9.17 3.22 download link rgbx
regnetx_800mf 75.16 74.82 422 1118 224x224x3 7.24 1.6 download link rgbx
repghost_1_0x 73.03 72.25 196 481 224x224x3 4.1 0.28 download link rgbx
repghost_2_0x 77.18 76.88 123 311 224x224x3 9.8 1.04 download link rgbx
repvgg_a1 74.4 72.7 321 719 224x224x3 12.79 4.7 download link rgbx
repvgg_a2 76.52 74.48 185 334 224x224x3 25.5 10.2 download link rgbx
resmlp12_relu 75.27 74.94 88 310 224x224x3 15.77 6.04 download link rgbx
resnet_v1_18 71.27 70.74 404 858 224x224x3 11.68 3.64 download link rgbx
resnet_v1_34 72.7 72.19 210 472 224x224x3 21.79 7.34 download link rgbx
resnet_v1_50 rocket star 75.21 74.58 236 616 224x224x3 25.53 6.98 download link rgbx
resnext26_32x4d 76.17 75.95 263 510 224x224x3 15.37 4.96 download link rgbx
resnext50_32x4d 79.3 78.33 153 331 224x224x3 24.99 8.48 download link rgbx
squeezenet_v1.1 59.85 59.29 671 1270 224x224x3 1.24 0.78 download link rgbx
vit_base 84.5 83.17 28 59 224x224x3 86.5 35.188 download link rgbx
vit_base_bn rocket 79.98 79.27 57 141 224x224x3 86.5 35.188 download link rgbx
vit_small 81.5 80.01 48 117 224x224x3 21.12 8.62 download link rgbx
vit_small_bn 78.12 77.09 111 331 224x224x3 21.12 8.62 download link rgbx
vit_tiny 75.51 73.89 76 253 224x224x3 5.73 2.2 download link rgbx
vit_tiny_bn 68.95 67.14 192 773 224x224x3 5.73 2.2 download link rgbx