Object Detection on COCO Base Categories 2017 (val)
34.3APFaster R-CNN
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| Faster R-CNN# Way=N/A, # parameters=4.76 x 10^7, FPS=312021.02 | 34.3 | 58.3 | 35.6 | |
| DAnA-FasterRCNN# Way=1-way, # Given Supports=5-shot, Evaluation Protocol=Zero-shot2021.02 | 32 | 54.1 | 32.9 | |
| DAnA-FasterRCNN# Way=1, # parameters=1.42 x 10^8, FPS=242021.02 | 32 | 54.1 | 32.9 | |
| DAnA-FasterRCNN# Way=3-way, # Given Supports=5-shot, Evaluation Protocol=Zero-shot2021.02 | 31 | 52.2 | 31.7 | |
| DAnA-FasterRCNN# Way=5-way, # Given Supports=5-shot, Evaluation Protocol=Zero-shot2021.02 | 29.5 | 49.9 | 30.3 | |
| FGN+# Way=1, # parameters=1.48 x 10^8, FPS=232021.02 | 28.6 | 52.5 | 28.4 | |
| Meta R-CNN# Way=1-way, # Given Supports=5-shot, Evaluation Protocol=Zero-shot2021.02 | 28.5 | 52.3 | 28.2 | |
| Meta R-CNN# Way=1, # parameters=4.76 x 10^7, FPS=282021.02 | 28.5 | 50.4 | 27.3 | |
| Attention RPN# Way=1, # parameters=1.03 x 10^8, FPS=212021.02 | 28.5 | 52.3 | 28.2 | |
| Meta R-CNN# Way=3-way, # Given Supports=5-shot, Evaluation Protocol=Zero-shot2021.02 | 27.4 | 50.8 | 26.8 | |
| FGN+# Way=1-way, # Given Supports=5-shot, Evaluation Protocol=Zero-shot2021.02 | 26.9 | 47.6 | 27.4 | |
| Meta R-CNN# Way=5-way, # Given Supports=5-shot, Evaluation Protocol=Zero-shot2021.02 | 26.2 | 48.7 | 25.7 | |
| FGN+# Way=3-way, # Given Supports=5-shot, Evaluation Protocol=Zero-shot2021.02 | 25.1 | 45.4 | 25.3 | |
| FGN+# Way=5-way, # Given Supports=5-shot, Evaluation Protocol=Zero-shot2021.02 | 23.6 | 42.4 | 23.8 | |
| Attention RPN# Way=1-way, # Given Supports=5-shot, Evaluation Protocol=Zero-shot2021.02 | 23 | 42 | 22.4 | |
| Attention RPN# Way=3-way, # Given Supports=5-shot, Evaluation Protocol=Zero-shot2021.02 | 21.3 | 39.8 | 20.6 | |
| Attention RPN# Way=5-way, # Given Supports=5-shot, Evaluation Protocol=Zero-shot2021.02 | 20.2 | 37.7 | 19.7 |