Object Detection on MS-COCO (Knowledge Distillation)
48.9Teacher APICD
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| ICDTeacher Detector=MRCNN, Teacher Backbone=R101, Teacher Available=Yes, Student Detector=FRCNN, Student Backbone=R50, Student Scheduler=2x SS, Library=Detectron2 [47], Num.=1+2021.10 | 48.9 | 38.2 | 42.2 | 4 | |
| Zhang et al.Teacher Detector=CMRCNN, Teacher Backbone=X101-dcn, Teacher Available=Yes, Student Detector=FRCNN, Student Backbone=R50, Student Scheduler=2x SS, Library=mmdet [7], Num.=3+2021.10 | 47.3 | 38.4 | 41.5 | 3.1 | |
| ICDTeacher Detector=FRCNN, Teacher Backbone=R101, Teacher Available=Yes, Student Detector=FRCNN, Student Backbone=R50, Student Scheduler=1x MS, Library=Detectron2 [47], Num.=1+2021.10 | 42 | 37.9 | 40.9 | 3 | |
| Guo et al.Teacher Detector=FRCNN, Teacher Backbone=R152, Teacher Available=No, Student Detector=FRCNN, Student Backbone=R50, Student Scheduler=2x* SS, Library=mmdet [7], Num.=5+2021.10 | 41.3 | 37.4 | 40.9 | 3.5 | |
| Zhang et al.Teacher Detector=RetinaNet, Teacher Backbone=X101-dcn, Teacher Available=Yes, Student Detector=RetinaNet, Student Backbone=R50, Student Scheduler=2x SS, Library=mmdet [7], Num.=3+2021.10 | 41 | 37.4 | 39.6 | 2.2 | |
| Guo et al.Teacher Detector=RetinaNet, Teacher Backbone=R152, Teacher Available=No, Student Detector=RetinaNet, Student Backbone=R50, Student Scheduler=2x* SS, Library=mmdet [7], Num.=5+2021.10 | 40.5 | 36.5 | 39.7 | 3.2 | |
| ICDTeacher Detector=RetinaNet, Teacher Backbone=R101, Teacher Available=Yes, Student Detector=RetinaNet, Student Backbone=R50, Student Scheduler=1x MS, Library=Detectron2 [47], Num.=1+2021.10 | 40.4 | 37.4 | 40.7 | 3.3 | |
| ICDTeacher Detector=RetinaNet, Teacher Backbone=R101, Teacher Available=Yes, Student Detector=RetinaNet, Student Backbone=R50, Student Scheduler=2x SS, Library=Detectron2 [47], Num.=1+2021.10 | 40.4 | 36.2 | 40.5 | 4.3 | |
| Dai et al.Teacher Detector=FRCNN, Teacher Backbone=R101, Teacher Available=No, Student Detector=FRCNN, Student Backbone=R50, Student Scheduler=2x SS, Library=-, Num.=3+2021.10 | 39.6 | 38.3 | 40.2 | 1.9 | |
| Dai et al.Teacher Detector=RetinaNet, Teacher Backbone=R101, Teacher Available=No, Student Detector=RetinaNet, Student Backbone=R50, Student Scheduler=2x SS, Library=-, Num.=3+2021.10 | 38.1 | 36.2 | 39.1 | 2.9 | |
| Wang et al.Teacher Detector=FRCNN, Teacher Backbone=R101, Teacher Available=No, Student Detector=FRCNN, Student Backbone=R101-h, Student Scheduler=-, Library=Yang et al. [48], Num.=1+2021.10 | 34.4 | 28.8 | 31.6 | 2.8 | |
| Chen et al.Teacher Detector=FRCNN, Teacher Backbone=VGG16, Teacher Available=No, Student Detector=FRCNN, Student Backbone=VGGM, Student Scheduler=-, Library=-, Num.=3+2021.10 | 24.2 | 16.1 | 17.3 | 1.2 |