Object Detection on SKU-110K 1.0 (test)
0.492APOur full approach
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| Our full approachoverlap resolution=EM-Merger, Soft-IoU layer=true2019.04 | 0.492 | 0.556 | 0.554 | 0.834 | |
| Base & EM-Mergeroverlap resolution=EM-Merger, Soft-IoU layer=false2019.04 | 0.482 | 0.54 | 0.553 | 0.802 | |
| RetinaNetimplementation=original2019.04 | 0.455 | 0.389 | 0.53 | 0.544 | |
| Soft-IoU & NMSoverlap resolution=NMS, Soft-IoU layer=true, EM-Merger=false2019.04 | 0.418 | 0.386 | 0.483 | 0.492 | |
| Base & NMSoverlap resolution=NMS, Soft-IoU layer=false, EM-Merger=false2019.04 | 0.413 | 0.384 | 0.484 | 0.491 | |
| YOLO9000optloss function=optimized, max boxes per image=3002019.04 | 0.094 | 0.073 | 0.111 | 0 | |
| Faster-RCNNimplementation=original2019.04 | 0.045 | 0.01 | 0.066 | 0 | |
| Monkeyobject number knowledge=known (K')2019.04 | 0 | 0 | 0.01 | 0 |