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HAILO15H_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 44 93 384x384x3 12.42 10.89 download link rgbx download
cas_vit_s 79.93 79.83 61 131 384x384x3 5.5 5.4 download link rgbx download
cas_vit_t 81.9 81.63 31 63 384x384x3 21.76 20.85 download link rgbx download
davit_tiny 82.7 82.18 9 15 224x224x3 28.36 9.1 download link rgbx download
deit_base 80.93 79.78 40 117 224x224x3 80.26 35.22 download link rgbx download
deit_small 78.25 77.52 52 124 224x224x3 20.52 9.4 download link rgbx download
deit_tiny 69.07 68.69 108 400 224x224x3 5.3 2.57 download link rgbx download
efficientformer_l1 79.13 76.57 61 105 224x224x3 12.3 2.6 download link rgbx download
efficientnet_l 80.47 79.29 109 228 300x300x3 10.55 19.4 download link rgbx download
efficientnet_lite0 74.99 73.82 1009 1008 224x224x3 4.63 0.78 download link rgbx download
efficientnet_lite1 76.67 76.27 292 791 240x240x3 5.39 1.22 download link rgbx download
efficientnet_lite2 77.46 76.76 193 485 260x260x3 6.06 1.74 download link rgbx download
efficientnet_lite3 79.29 78.79 151 365 280x280x3 8.16 2.8 download link rgbx download
efficientnet_lite4 80.79 80.06 107 255 300x300x3 12.95 5.10 download link rgbx download
efficientnet_m 78.91 78.53 181 415 240x240x3 6.87 7.32 download link rgbx download
efficientnet_s 77.63 77.27 341 341 224x224x3 5.41 4.72 download link rgbx download
fastvit_sa12 79.8 76.85 199 630 224x224x3 11.99 3.59 download link rgbx download
hardnet39ds 73.43 73.01 416 1249 224x224x3 3.48 0.86 download link rgbx download
hardnet68 75.47 75.25 167 391 224x224x3 17.56 8.5 download link rgbx download
inception_v1 69.74 69.54 380 859 224x224x3 6.62 3 download link rgbx download
mobilenet_v1 70.97 70.3 2873 2873 224x224x3 4.22 1.14 download link rgbx download
mobilenet_v2_1.0 rocket 71.78 70.85 3454 3454 224x224x3 3.49 0.62 download link rgbx download
mobilenet_v2_1.4 74.18 73.2 579 579 224x224x3 6.09 1.18 download link rgbx download
mobilenet_v3 72.21 71.81 379 1204 224x224x3 4.07 2 download link rgbx download
mobilenet_v3_large_minimalistic 72.12 70.6 2596 2596 224x224x3 3.91 0.42 download link rgbx download
regnetx_1.6gf 77.05 76.77 396 1146 224x224x3 9.17 3.22 download link rgbx download
regnetx_800mf 75.16 74.87 2558 2558 224x224x3 7.24 1.6 download link rgbx download
repghost_1_0x 73.03 72.2 234 692 224x224x3 4.1 0.28 download link rgbx download
repghost_2_0x 77.18 76.93 146 422 224x224x3 9.8 1.04 download link rgbx download
repvgg_a1 74.4 72.53 1 782 224x224x3 12.79 4.7 download link rgbx download
repvgg_a2 76.52 74.47 281 580 224x224x3 25.5 10.2 download link rgbx download
resmlp12_relu 75.27 74.82 88 309 224x224x3 15.77 6.04 download link rgbx download
resnet_v1_18 71.27 70.79 2030 2030 224x224x3 11.68 3.64 download link rgbx download
resnet_v1_34 72.7 72.18 279 703 224x224x3 21.79 7.34 download link rgbx download
resnet_v1_50 rocket star 75.21 74.67 313 1013 224x224x3 25.53 6.98 download link rgbx download
resnext26_32x4d 76.17 75.94 362 830 224x224x3 15.37 4.96 download link rgbx download
resnext50_32x4d 79.3 78.4 202 509 224x224x3 24.99 8.48 download link rgbx download
squeezenet_v1.1 59.85 59.35 2 775 224x224x3 1.24 0.78 download link rgbx download
swin_small 83.13 80.25 16 38 224x224x3 50 17.6 download link rgbx download
swin_tiny 81.3 79.54 32 75 224x224x3 29 9.1 download link rgbx download
vit_base 84.5 83.45 40 117 224x224x3 86.5 35.188 download link rgbx download
vit_base_bn rocket 79.98 79.24 65 204 224x224x3 86.5 35.188 download link rgbx download
vit_small 81.5 80.38 58 155 224x224x3 21.12 8.62 download link rgbx download
vit_small_bn 78.12 77.26 135 475 224x224x3 21.12 8.62 download link rgbx download
vit_tiny 75.51 74.15 108 394 224x224x3 5.73 2.2 download link rgbx download
vit_tiny_bn 68.95 67.33 248 1117 224x224x3 5.73 2.2 download link rgbx download