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HAILO15M_object_detection.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

COCO

Network Name mAP HW Accuracy FPS (Batch Size=1) FPS (Batch Size=8) Input Resolution (HxWxC) Params (M) OPS (G) Pretrained Source Compiled
centernet_resnet_v1_18_postprocess 26.37 24.96 88 117 512x512x3 14.22 31.21 download link rgbx
centernet_resnet_v1_50_postprocess 31.77 29.23 55 73 512x512x3 30.07 56.92 download link rgbx
damoyolo_tinynasL20_T 42.8 42.21 103 170 640x640x3 11.35 18.02 download link rgbx
damoyolo_tinynasL25_S 46.53 45.3 84 147 640x640x3 16.25 37.64 download link rgbx
damoyolo_tinynasL35_M 49.7 47.84 41 63 640x640x3 33.98 61.64 download link rgbx
detr_resnet_v1_18_bn 33.91 31.48 20 35 800x800x3 32.42 61.87 download link rgbx
detr_resnet_v1_50 35.38 34.98 10 13 800x800x3 41.1 120.4 download link rgbx
efficientdet_lite0 27.32 26.54 93 206 320x320x3 3.56 1.94 download link rgbx
efficientdet_lite1 32.27 31.82 61 111 384x384x3 4.73 4 download link rgbx
efficientdet_lite2 35.95 34.75 39 63 448x448x3 5.93 6.84 download link rgbx
nanodet_repvgg star 29.3 28.63 191 308 416x416x3 6.74 11.28 download link rgbx
nanodet_repvgg_a12 33.73 31.49 110 160 640x640x3 5.13 28.23 download link rgbx
nanodet_repvgg_a1_640 33.28 32.94 83 112 640x640x3 10.79 42.8 download link rgbx
ssd_mobilenet_v1 rocket star 23.19 22.42 256 591 300x300x3 6.79 2.5 download link rgbx
ssd_mobilenet_v2 24.18 23.02 136 255 300x300x3 4.46 1.52 download link rgbx
tiny_yolov3 14.66 14.41 283 470 416x416x3 8.85 5.58 download link rgbx
tiny_yolov4 19.18 17.8 288 434 416x416x3 6.05 6.92 download link rgbx
yolov10b 52.0 51.15 24 34 640x640x3 20.15 92.09 download link rgbx
yolov10n 38.5 37.12 144 300 640x640x3 2.3 6.8 download link rgbx
yolov10s 45.86 45.16 77 133 640x640x3 7.2 21.7 download link rgbx
yolov10x 53.7 51.95 13 19 640x640x3 31.72 160.56 download link rgbx
yolov3 38.42 38.38 20 24 608x608x3 68.79 158.10 download link rgbx
yolov3_416 37.73 37.57 37 51 416x416x3 61.92 65.94 download link rgbx
yolov3_gluon 37.28 35.78 23 27 608x608x3 68.79 140.7 download link rgbx
yolov3_gluon_416 36.27 34.2 37 51 416x416x3 61.92 65.94 download link rgbx
yolov4_leaky 42.37 41.16 31 44 512x512x3 64.33 91.04 download link rgbx
yolov5m 42.59 41.32 55 78 640x640x3 21.78 52.17 download link rgbx
yolov5m6_6.1 50.68 49.5 17 19 1280x1280x3 35.70 200.04 download link rgbx
yolov5m_6.1 44.74 43.38 57 80 640x640x3 21.17 48.96 download link rgbx
yolov5m_wo_spp rocket star 43.06 41.59 85 138 640x640x3 22.67 52.88 download link rgbx
yolov5s 35.33 34.11 120 181 640x640x3 7.46 17.44 download link rgbx
yolov5s_c3tr 37.13 35.81 104 184 640x640x3 10.29 17.02 download link rgbx
yolov5s_wo_spp 34.79 33.81 134 202 640x640x3 7.85 17.74 download link rgbx
yolov5xs_wo_spp 33.18 32.16 186 331 512x512x3 7.85 11.36 download link rgbx
yolov5xs_wo_spp_nms_core 32.73 31.78 186 331 512x512x3 7.85 11.36 download link rgbx
yolov6n 34.29 32.47 184 320 640x640x3 4.32 11.12 download link rgbx
yolov6n_0.2.1 35.16 34.13 187 326 640x640x3 4.33 11.06 download link rgbx
yolov6n_0.2.1_nms_core 35.16 34.16 93 129 640x640x3 4.32 11.12 download link rgbx
yolov7 50.6 48.88 25 32 640x640x3 36.91 104.51 download link rgbx
yolov7_tiny 37.07 36.23 129 197 640x640x3 6.22 13.74 download link rgbx
yolov7e6 55.37 53.18 6 7 1280x1280x3 97.20 515.12 download link rgbx
yolov8l 52.44 51.85 19 24 640x640x3 43.7 165.3 download link rgbx
yolov8m star 49.91 49.17 40 56 640x640x3 25.9 78.93 download link rgbx
yolov8n 37.02 36.41 236 473 640x640x3 3.2 8.74 download link rgbx
yolov8s 44.58 44.08 87 133 640x640x3 11.2 28.6 download link rgbx
yolov8x 53.45 52.75 11 13 640x640x3 68.2 258 download link rgbx
yolov9c 52.6 51.33 24 31 640x640x3 25.3 102.1 download link rgbx
yolox_l_leaky star 48.68 46.52 21 27 640x640x3 54.17 155.3 download link rgbx
yolox_s_leaky 38.13 37.26 89 134 640x640x3 8.96 26.74 download link rgbx
yolox_s_wide_leaky 42.0 41.0 53 71 640x640x3 20.12 59.46 download link rgbx
yolox_tiny 32.64 31.43 191 367 416x416x3 5.05 6.44 download link rgbx