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HAILO15H_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 25.02 125 201 512x512x3 14.22 31.21 download link rgbx/nv12
centernet_resnet_v1_50_postprocess 31.77 29.27 80 116 512x512x3 30.07 56.92 download link rgbx/nv12
damoyolo_tinynasL20_T 42.8 41.32 144 293 640x640x3 11.35 18.02 download link rgbx/nv12
damoyolo_tinynasL25_S 46.53 45.31 109 229 640x640x3 16.25 37.64 download link rgbx/nv12
damoyolo_tinynasL35_M 49.7 47.97 58 105 640x640x3 33.98 61.64 download link rgbx/nv12
detr_resnet_v1_18_bn 33.91 31.59 31 64 800x800x3 32.42 61.87 download link rgbx/nv12
detr_resnet_v1_50 35.38 34.89 12 18 800x800x3 41.1 120.4 download link rgbx
efficientdet_lite0 27.32 26.54 117 294 320x320x3 3.56 1.94 download link rgbx/nv12
efficientdet_lite1 32.27 31.82 79 176 384x384x3 4.73 4 download link rgbx/nv12
efficientdet_lite2 35.95 34.75 51 99 448x448x3 5.93 6.84 download link rgbx/nv12
nanodet_repvgg star 29.3 28.59 705 707 416x416x3 6.74 11.28 download link rgbx/nv12
nanodet_repvgg_a12 33.73 31.5 156 260 640x640x3 5.13 28.23 download link rgbx/nv12
nanodet_repvgg_a1_640 33.28 32.94 181 181 640x640x3 10.79 42.8 download link rgbx/nv12
ssd_mobilenet_v1 rocket star 23.19 22.41 1147 1147 300x300x3 6.79 2.5 download link rgbx/nv12
ssd_mobilenet_v2 24.18 23.02 175 345 300x300x3 4.46 1.52 download link rgbx/nv12
tiny_yolov3 14.66 14.42 1045 1045 416x416x3 8.85 5.58 download link rgbx/nv12
tiny_yolov4 19.18 17.62 907 907 416x416x3 6.05 6.92 download link rgbx/nv12
yolov10b 52.0 51.16 33 54 640x640x3 20.15 92.09 download link rgbx/nv12
yolov10n 38.5 37.12 182 426 640x640x3 2.3 6.8 download link rgbx/nv12
yolov10s 45.86 45.16 96 208 640x640x3 7.2 21.7 download link rgbx/nv12
yolov10x 53.7 51.92 18 28 640x640x3 31.72 160.56 download link rgbx/nv12
yolov3 38.42 38.31 34 45 608x608x3 68.79 158.10 download link rgbx/nv12
yolov3_416 37.73 37.52 52 80 416x416x3 61.92 65.94 download link rgbx/nv12
yolov3_gluon 37.28 35.77 36 47 608x608x3 68.79 140.7 download link rgbx/nv12
yolov3_gluon_416 36.27 34.15 52 80 416x416x3 61.92 65.94 download link rgbx/nv12
yolov4_leaky 42.37 41.08 44 69 512x512x3 64.33 91.04 download link rgbx/nv12
yolov5m 42.59 41.44 78 123 640x640x3 21.78 52.17 download link rgbx/nv12
yolov5m6_6.1 50.68 49.36 25 32 1280x1280x3 35.70 200.04 download link rgbx/nv12
yolov5m_6.1 44.74 43.47 80 125 640x640x3 21.17 48.96 download link rgbx/nv12
yolov5m_wo_spp rocket star 43.06 41.56 108 202 640x640x3 22.67 52.88 download link rgbx/nv12
yolov5s 35.33 34.1 162 278 640x640x3 7.46 17.44 download link rgbx
yolov5s_c3tr 37.13 35.83 141 285 640x640x3 10.29 17.02 download link rgbx/nv12
yolov5s_wo_spp 34.79 33.81 182 303 640x640x3 7.85 17.74 download link rgbx/nv12
yolov5xs_wo_spp 33.18 32.26 246 484 512x512x3 7.85 11.36 download link rgbx/nv12
yolov5xs_wo_spp_nms_core 32.73 31.93 246 484 512x512x3 7.85 11.36 download link rgbx/nv12
yolov6n 34.29 32.45 240 492 640x640x3 4.32 11.12 download link rgbx/nv12
yolov6n_0.2.1 35.16 33.97 249 519 640x640x3 4.33 11.06 download link rgbx
yolov6n_0.2.1_nms_core 35.16 34.02 120 179 640x640x3 4.32 11.12 download link rgbx
yolov7 50.6 48.9 40 59 640x640x3 36.91 104.51 download link rgbx/nv12
yolov7_tiny 37.07 36.22 182 311 640x640x3 6.22 13.74 download link rgbx/nv12
yolov7e6 55.37 53.21 9 11 1280x1280x3 97.20 515.12 download link rgbx/nv12
yolov8l 52.44 51.84 26 39 640x640x3 43.7 165.3 download link rgbx/nv12
yolov8m star 49.91 49.32 72 141 640x640x3 25.9 78.93 download link rgbx/nv12
yolov8n 37.02 36.46 289 535 640x640x3 3.2 8.74 download link rgbx/nv12
yolov8s 44.58 43.98 124 212 640x640x3 11.2 28.6 download link rgbx/nv12
yolov8x 53.45 52.8 19 27 640x640x3 68.2 258 download link rgbx/nv12
yolov9c 52.6 51.29 34 49 640x640x3 25.3 102.1 download link rgbx/nv12
yolox_l_leaky star 48.68 46.48 31 43 640x640x3 54.17 155.3 download link rgbx/nv12
yolox_s_leaky 38.13 37.29 129 214 640x640x3 8.96 26.74 download link rgbx/nv12
yolox_s_wide_leaky 42.0 41.0 77 115 640x640x3 20.12 59.46 download link rgbx/nv12
yolox_tiny 32.64 31.4 268 583 416x416x3 5.05 6.44 download link rgbx/nv12