mirror of https://github.com/alibaba/EasyCV.git
7.6 KiB
7.6 KiB
Detection Model Zoo
YOLOX
Pretrained on COCO2017 dataset.
| Algorithm | Config | Params | inference time(V100) (ms/img) |
mAPval 0.5:0.95 |
APval 50 |
Download |
|---|---|---|---|---|---|---|
| YOLOX-s | yolox_s_8xb16_300e_coco | 9M | 10.7ms | 40.0 | 58.9 | model - log |
| YOLOX-m | yolox_m_8xb16_300e_coco | 25M | 12.3ms | 46.3 | 64.9 | model - log |
| YOLOX-l | yolox_l_8xb8_300e_coco | 54M | 15.5ms | 48.9 | 67.5 | model - log |
| YOLOX-x | yolox_x_8xb8_300e_coco | 99M | 19ms | 50.9 | 69.2 | model - log |
| YOLOX-tiny | yolox_tiny_8xb16_300e_coco | 5M | 9.5ms | 31.5 | 49.2 | model - log |
| YOLOX-nano | yolox_nano_8xb16_300e_coco | 2.2M | 9.4ms | 26.5 | 42.6 | model - log |
ViTDet
| Algorithm | Config | Params (backbone/total) |
inference time(V100) (ms/img) |
bbox_mAPval 0.5:0.95 |
mask_mAPval 0.5:0.95 |
Download |
|---|---|---|---|---|---|---|
| ViTDet_MaskRCNN | vitdet_maskrcnn | 88M/118M | 163ms | 50.57 | 44.96 | model - log |
FCOS
| Algorithm | Config | Params (backbone/total) |
inference time(V100) (ms/img) |
mAPval 0.5:0.95 |
APval 50 |
Download |
|---|---|---|---|---|---|---|
| FCOS-r50 | fcos-r50 | 23M/32M | 85.8ms | 38.58 | 57.18 | model - log |
DETR
| Algorithm | Config | Params (backbone/total) |
inference time(V100) (ms/img) |
bbox_mAPval 0.5:0.95 |
APval 50 |
Download |
|---|---|---|---|---|---|---|
| DETR-r50 | detr-r50 | 23M/41M | 48.5ms | 39.92 | 60.52 | model - log |
| DAB-DETR-r50 | dab-detr-r50 | 23M/43M | 58.5ms | 42.52 | 63.03 | model - log |
| DN-DETR-r50 | dab-detr-r50 | 23M/43M | 58.5ms | 44.39 | 64.66 | model - log |