MMDetection is an open source object detection toolbox based on PyTorch. It is a part of the OpenMMLab project.
Please refer to get_started.md for installation.
model | task | OnnxRuntime | TensorRT | NCNN | PPLNN | OpenVINO | model config file(example) |
---|---|---|---|---|---|---|---|
ATSS | ObjectDetection | Y | Y | N | N | Y | $MMDET_DIR/configs/atss/atss_r50_fpn_1x_coco.py |
FCOS | ObjectDetection | Y | Y | Y | N | Y | $MMDET_DIR/configs/fcos/fcos_r50_caffe_fpn_gn-head_4x4_1x_coco.py |
FoveaBox | ObjectDetection | Y | N | N | N | Y | $MMDET_DIR/configs/foveabox/fovea_r50_fpn_4x4_1x_coco.py |
FSAF | ObjectDetection | Y | Y | Y | Y | Y | $MMDET_DIR/configs/fsaf/fsaf_r50_fpn_1x_coco.py |
RetinaNet | ObjectDetection | Y | Y | Y | Y | Y | $MMDET_DIR/configs/retinanet/retinanet_r50_fpn_1x_coco.py |
SSD | ObjectDetection | Y | Y | Y | N | Y | $MMDET_DIR/configs/ssd/ssd300_coco.py |
VFNet | ObjectDetection | N | N | N | N | Y | $MMDET_DIR/configs/vfnet/vfnet_r50_fpn_1x_coco.py |
YOLOv3 | ObjectDetection | Y | Y | Y | N | Y | $MMDET_DIR/configs/yolo/yolov3_d53_mstrain-608_273e_coco.py |
YOLOX | ObjectDetection | Y | Y | N | N | Y | $MMDET_DIR/configs/yolox/yolox_tiny_8x8_300e_coco.py |
Cascade R-CNN | ObjectDetection | Y | Y | N | Y | Y | $MMDET_DIR/configs/cascade_rcnn/cascade_rcnn_r50_fpn_1x_coco.py |
Faster R-CNN | ObjectDetection | Y | Y | Y | Y | Y | $MMDET_DIR/configs/faster_rcnn/faster_rcnn_r50_fpn_1x_coco.py |
Faster R-CNN + DCN | ObjectDetection | Y | Y | Y | Y | Y | $MMDET_DIR/configs/dcn/faster_rcnn_r50_fpn_dconv_c3-c5_1x_coco.py` |
Cascade Mask R-CNN | InstanceSegmentation | Y | N | N | N | Y | $MMDET_DIR/configs/cascade_rcnn/cascade_mask_rcnn_r50_fpn_1x_coco.py |
Mask R-CNN | InstanceSegmentation | Y | Y | N | N | Y | $MMDET_DIR/configs/mask_rcnn/mask_rcnn_r50_fpn_1x_coco.py |
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