Object Detection on ACDC Detection
26.3mAP@0.5 (Fog)Cloud-Device Collaborative Continual Adaptation
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| Cloud-Device Collaborative Continual AdaptationRound=7, Architecture=FasterRCNN2022.12 | 26.3 | 12 | 18.5 | 20.6 | — | — | |
| AMSRound=10, Architecture=FasterRCNN2022.12 | 26.1 | 11.7 | 17.8 | 20.5 | — | — | |
| Cloud-Device Collaborative Continual AdaptationRound=10, Architecture=FasterRCNN2022.12 | 26.1 | 12.3 | 18 | 20.8 | — | — | |
| Pseudo-LabelRound=10, Architecture=FasterRCNN2022.12 | 25.1 | 11.5 | 17.5 | 20 | — | — | |
| AMSRound=7, Architecture=FasterRCNN2022.12 | 24.7 | 11.4 | 17.2 | 19.9 | — | — | |
| Cloud-Device Collaborative Continual AdaptationRound=4, Architecture=FasterRCNN2022.12 | 24.7 | 11.8 | 17.8 | 20.2 | — | — | |
| Pseudo-LabelRound=7, Architecture=FasterRCNN2022.12 | 24.3 | 10.9 | 17.8 | 19.5 | — | — | |
| Pseudo-LabelRound=4, Architecture=FasterRCNN2022.12 | 23.4 | 10.3 | 16.9 | 18.9 | — | — | |
| AMSRound=4, Architecture=FasterRCNN2022.12 | 23.2 | 10.7 | 17.2 | 19.1 | — | — | |
| AMSRound=1, Architecture=FasterRCNN2022.12 | 21.6 | 9 | 16 | 17.2 | — | — | |
| Cloud-Device Collaborative Continual AdaptationRound=1, Architecture=FasterRCNN2022.12 | 21.1 | 9.3 | 15.7 | 17.2 | — | — | |
| COTTARound=4, Architecture=FasterRCNN2022.12 | 20.9 | 7.4 | 14.7 | 14.4 | — | — | |
| Pseudo-LabelRound=1, Architecture=FasterRCNN2022.12 | 20.9 | 8.7 | 15.5 | 17.6 | — | — | |
| COTTARound=1, Architecture=FasterRCNN2022.12 | 20.7 | 7.5 | 14.7 | 14.3 | — | — | |
| TENT-continualRound=1, Architecture=FasterRCNN2022.12 | 20.5 | 7.5 | 14.3 | 13.9 | — | — | |
| COTTARound=7, Architecture=FasterRCNN2022.12 | 20.4 | 7.3 | 13.8 | 14.4 | — | — | |
| TENT-continualRound=4, Architecture=FasterRCNN2022.12 | 20 | 7.2 | 13.4 | 13 | — | — | |
| TENT-continualRound=7, Architecture=FasterRCNN2022.12 | 18.6 | 6.6 | 12.3 | 12.1 | — | — | |
| TENT-continualRound=10, Architecture=FasterRCNN2022.12 | 16.6 | 6 | 11.1 | 10.9 | — | — | |
| COTTARound=10, Architecture=FasterRCNN2022.12 | 16.3 | 6.4 | 11.7 | 12.2 | — | — | |
| AMSRound=All, Architecture=FasterRCNN2022.12 | — | — | — | — | 17.8 | 3.7 | |
| Cloud-Device Collaborative Continual AdaptationRound=All, Architecture=FasterRCNN2022.12 | — | — | — | — | 18.5 | 4.4 | |
| COTTARound=All, Architecture=FasterRCNN2022.12 | — | — | — | — | 13.8 | -0.3 | |
| Pseudo-LabelRound=All, Architecture=FasterRCNN2022.12 | — | — | — | — | 17.6 | 3.5 | |
| Source-onlyRound=All, Architecture=FasterRCNN2022.12 | — | — | — | — | 14.1 | — | |
| TENT-continualRound=All, Architecture=FasterRCNN2022.12 | — | — | — | — | 12.8 | -2.3 |