Collections: - Name: SoftTeacher Metadata: Training Data: COCO Training Techniques: - SGD with Momentum - Weight Decay Training Resources: 8x A100 GPUs Architecture: - FPN - ResNet Paper: URL: https://arxiv.org/abs/2106.09018 Title: "End-to-End Semi-Supervised Object Detection with Soft Teacher" README: configs/soft_teacher/README.md Code: URL: https://github.com/open-mmlab/mmdetection/blob/v3.0.0rc1/mmdet/models/detectors/soft_teacher.py#L20 Version: v3.0.0rc1 Models: - Name: soft-teacher_faster-rcnn_r50-caffe_fpn_180k_semi-0.01-coco.py In Collection: SoftTeacher Config: configs/soft_teacher/soft-teacher_faster-rcnn_r50-caffe_fpn_180k_semi-0.01-coco.py Metadata: Iterations: 180000 Results: - Task: Semi-Supervised Object Detection Dataset: COCO Metrics: box AP: 19.9 Weights: https://download.openmmlab.com/mmdetection/v3.0/soft_teacher/soft-teacher_faster-rcnn_r50-caffe_fpn_180k_semi-0.01-coco/soft-teacher_faster-rcnn_r50-caffe_fpn_180k_semi-0_20230330_233412-3c8f6d4a.pth - Name: soft-teacher_faster-rcnn_r50-caffe_fpn_180k_semi-0.02-coco.py In Collection: SoftTeacher Config: configs/soft_teacher/soft-teacher_faster-rcnn_r50-caffe_fpn_180k_semi-0.02-coco.py Metadata: Iterations: 180000 Results: - Task: Semi-Supervised Object Detection Dataset: COCO Metrics: box AP: 24.9 Weights: https://download.openmmlab.com/mmdetection/v3.0/soft_teacher/soft-teacher_faster-rcnn_r50-caffe_fpn_180k_semi-0.02-coco/soft-teacher_faster-rcnn_r50-caffe_fpn_180k_semi-0_20230331_020244-c0d2c3aa.pth - Name: soft-teacher_faster-rcnn_r50-caffe_fpn_180k_semi-0.05-coco.py In Collection: SoftTeacher Config: configs/soft_teacher/soft-teacher_faster-rcnn_r50-caffe_fpn_180k_semi-0.05-coco.py Metadata: Iterations: 180000 Results: - Task: Semi-Supervised Object Detection Dataset: COCO Metrics: box AP: 30.4 Weights: https://download.openmmlab.com/mmdetection/v3.0/soft_teacher/soft-teacher_faster-rcnn_r50-caffe_fpn_180k_semi-0.05-coco/soft-teacher_faster-rcnn_r50-caffe_fpn_180k_semi-0_20230331_070656-308798ad.pth - Name: soft-teacher_faster-rcnn_r50-caffe_fpn_180k_semi-0.1-coco.py In Collection: SoftTeacher Config: configs/soft_teacher/soft-teacher_faster-rcnn_r50-caffe_fpn_180k_semi-0.1-coco.py Metadata: Iterations: 180000 Results: - Task: Semi-Supervised Object Detection Dataset: COCO Metrics: box AP: 33.8 Weights: https://download.openmmlab.com/mmdetection/v3.0/soft_teacher/soft-teacher_faster-rcnn_r50-caffe_fpn_180k_semi-0.1-coco/soft-teacher_faster-rcnn_r50-caffe_fpn_180k_semi-0_20230330_232113-b46f78d0.pth