Object Detection on MS COCO 1x (train)
40.5APDySample+
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| DySample+Framework=Faster R-CNN, Backbone=R101, Params=+65.5K2023.08 | 40.5 | 61.6 | 43.8 | 24.2 | 44.5 | 52.3 | |
| NearestFramework=Faster R-CNN, Backbone=R101, Params=65.8M2023.08 | 39.4 | 60.1 | 43.1 | 22.4 | 43.7 | 51.1 | |
| DySample+Framework=Faster R-CNN, Backbone=R50, Params=+65.5K2023.08 | 38.7 | 60 | 42.2 | 22.5 | 42.4 | 50.2 | |
| CARAFEFramework=Faster R-CNN, Backbone=R50, Params=+0.3M2023.08 | 38.6 | 59.9 | 42.2 | 23.3 | 42.2 | 49.7 | |
| DySample-S+Framework=Faster R-CNN, Backbone=R50, Params=+8.2K2023.08 | 38.6 | 59.8 | 42.1 | 22.5 | 42.1 | 50 | |
| DySampleFramework=Faster R-CNN, Backbone=R50, Params=+32.7K2023.08 | 38.6 | 59.9 | 42 | 22.9 | 42.1 | 50.2 | |
| FADEFramework=Faster R-CNN, Backbone=R50, Params=+0.2M2023.08 | 38.5 | 59.6 | 41.8 | 23.1 | 42.2 | 49.3 | |
| DySample-SFramework=Faster R-CNN, Backbone=R50, Params=+4.1K2023.08 | 38.5 | 59.5 | 42.1 | 22.7 | 41.9 | 50.2 | |
| SAPA-BFramework=Faster R-CNN, Backbone=R50, Params=+0.1M2023.08 | 37.8 | 59.2 | 40.6 | 22.4 | 41.4 | 49.1 | |
| IndexNetFramework=Faster R-CNN, Backbone=R50, Params=+8.4M2023.08 | 37.6 | 58.4 | 40.9 | 21.5 | 41.3 | 49.2 | |
| NearestFramework=Faster R-CNN, Backbone=R50, Params=46.8M2023.08 | 37.5 | 58.2 | 40.8 | 21.3 | 41.1 | 48.9 | |
| PixelShuffleFramework=Faster R-CNN, Backbone=R50, Params=+9.4M2023.08 | 37.5 | 58.5 | 40.4 | 21.5 | 41.5 | 48.3 | |
| DeconvFramework=Faster R-CNN, Backbone=R50, Params=+2.4M2023.08 | 37.3 | 57.8 | 40.3 | 21.3 | 41.1 | 48 | |
| A2UFramework=Faster R-CNN, Backbone=R50, Params=+38.9K2023.08 | 37.3 | 58.7 | 40 | 21.7 | 41.1 | 48.5 |