Jingchun Cheng, Yi-Hsuan Tsai, Wei-Chih Hung, Shengjin Wang, Ming-Hsuan Yang
基于视频的目标检测算法研究
| Task | Dataset | Metric | Value | Model |
|---|---|---|---|---|
| Video | DAVIS 2017 (val) | F-measure (Decay) | 18 | FAVOS |
| Video | DAVIS 2017 (val) | F-measure (Mean) | 61.8 | FAVOS |
| Video | DAVIS 2017 (val) | F-measure (Recall) | 72.3 | FAVOS |
| Video | DAVIS 2017 (val) | J&F | 58.2 | FAVOS |
| Video | DAVIS 2017 (val) | Jaccard (Decay) | 14.1 | FAVOS |
| Video | DAVIS 2017 (val) | Jaccard (Mean) | 54.6 | FAVOS |
| Video | DAVIS 2017 (val) | Jaccard (Recall) | 61.1 | FAVOS |
| Video | DAVIS 2016 | F-measure (Decay) | 5.5 | FAVOS |
| Video | DAVIS 2016 | F-measure (Mean) | 79.5 | FAVOS |
| Video | DAVIS 2016 | F-measure (Recall) | 89.4 | FAVOS |
| Video | DAVIS 2016 | J&F | 80.95 | FAVOS |
| Video | DAVIS 2016 | Jaccard (Decay) | 4.5 | FAVOS |
| Video | DAVIS 2016 | Jaccard (Mean) | 82.4 | FAVOS |
| Video | DAVIS 2016 | Jaccard (Recall) | 96.5 | FAVOS |
| Video | DAVIS 2017 (test-dev) | F-measure (Decay) | 19.8 | FAVOS |
| Video | DAVIS 2017 (test-dev) | F-measure (Mean) | 44.2 | FAVOS |
| Video | DAVIS 2017 (test-dev) | F-measure (Recall) | 51.1 | FAVOS |
| Video | DAVIS 2017 (test-dev) | J&F | 43.6 | FAVOS |
| Video | DAVIS 2017 (test-dev) | Jaccard (Decay) | 18.1 | FAVOS |
| Video | DAVIS 2017 (test-dev) | Jaccard (Mean) | 42.9 | FAVOS |
| Video | DAVIS 2017 (test-dev) | Jaccard (Recall) | 48.1 | FAVOS |
| Video Object Segmentation | DAVIS 2017 (val) | F-measure (Decay) | 18 | FAVOS |
| Video Object Segmentation | DAVIS 2017 (val) | F-measure (Mean) | 61.8 | FAVOS |
| Video Object Segmentation | DAVIS 2017 (val) | F-measure (Recall) | 72.3 | FAVOS |
| Video Object Segmentation | DAVIS 2017 (val) | J&F | 58.2 | FAVOS |
| Video Object Segmentation | DAVIS 2017 (val) | Jaccard (Decay) | 14.1 | FAVOS |
| Video Object Segmentation | DAVIS 2017 (val) | Jaccard (Mean) | 54.6 | FAVOS |
| Video Object Segmentation | DAVIS 2017 (val) | Jaccard (Recall) | 61.1 | FAVOS |
| Video Object Segmentation | DAVIS 2016 | F-measure (Decay) | 5.5 | FAVOS |
| Video Object Segmentation | DAVIS 2016 | F-measure (Mean) | 79.5 | FAVOS |
| Video Object Segmentation | DAVIS 2016 | F-measure (Recall) | 89.4 | FAVOS |
| Video Object Segmentation | DAVIS 2016 | J&F | 80.95 | FAVOS |
| Video Object Segmentation | DAVIS 2016 | Jaccard (Decay) | 4.5 | FAVOS |
| Video Object Segmentation | DAVIS 2016 | Jaccard (Mean) | 82.4 | FAVOS |
| Video Object Segmentation | DAVIS 2016 | Jaccard (Recall) | 96.5 | FAVOS |
| Video Object Segmentation | DAVIS 2017 (test-dev) | F-measure (Decay) | 19.8 | FAVOS |
| Video Object Segmentation | DAVIS 2017 (test-dev) | F-measure (Mean) | 44.2 | FAVOS |
| Video Object Segmentation | DAVIS 2017 (test-dev) | F-measure (Recall) | 51.1 | FAVOS |
| Video Object Segmentation | DAVIS 2017 (test-dev) | J&F | 43.6 | FAVOS |
| Video Object Segmentation | DAVIS 2017 (test-dev) | Jaccard (Decay) | 18.1 | FAVOS |
| Video Object Segmentation | DAVIS 2017 (test-dev) | Jaccard (Mean) | 42.9 | FAVOS |
| Video Object Segmentation | DAVIS 2017 (test-dev) | Jaccard (Recall) | 48.1 | FAVOS |
| Semi-Supervised Video Object Segmentation | DAVIS 2017 (val) | F-measure (Decay) | 18 | FAVOS |
| Semi-Supervised Video Object Segmentation | DAVIS 2017 (val) | F-measure (Mean) | 61.8 | FAVOS |
| Semi-Supervised Video Object Segmentation | DAVIS 2017 (val) | F-measure (Recall) | 72.3 | FAVOS |
| Semi-Supervised Video Object Segmentation | DAVIS 2017 (val) | J&F | 58.2 | FAVOS |
| Semi-Supervised Video Object Segmentation | DAVIS 2017 (val) | Jaccard (Decay) | 14.1 | FAVOS |
| Semi-Supervised Video Object Segmentation | DAVIS 2017 (val) | Jaccard (Mean) | 54.6 | FAVOS |
| Semi-Supervised Video Object Segmentation | DAVIS 2017 (val) | Jaccard (Recall) | 61.1 | FAVOS |
| Semi-Supervised Video Object Segmentation | DAVIS 2016 | F-measure (Decay) | 5.5 | FAVOS |
| Semi-Supervised Video Object Segmentation | DAVIS 2016 | F-measure (Mean) | 79.5 | FAVOS |
| Semi-Supervised Video Object Segmentation | DAVIS 2016 | F-measure (Recall) | 89.4 | FAVOS |
| Semi-Supervised Video Object Segmentation | DAVIS 2016 | J&F | 80.95 | FAVOS |
| Semi-Supervised Video Object Segmentation | DAVIS 2016 | Jaccard (Decay) | 4.5 | FAVOS |
| Semi-Supervised Video Object Segmentation | DAVIS 2016 | Jaccard (Mean) | 82.4 | FAVOS |
| Semi-Supervised Video Object Segmentation | DAVIS 2016 | Jaccard (Recall) | 96.5 | FAVOS |
| Semi-Supervised Video Object Segmentation | DAVIS 2017 (test-dev) | F-measure (Decay) | 19.8 | FAVOS |
| Semi-Supervised Video Object Segmentation | DAVIS 2017 (test-dev) | F-measure (Mean) | 44.2 | FAVOS |
| Semi-Supervised Video Object Segmentation | DAVIS 2017 (test-dev) | F-measure (Recall) | 51.1 | FAVOS |
| Semi-Supervised Video Object Segmentation | DAVIS 2017 (test-dev) | J&F | 43.6 | FAVOS |
| Semi-Supervised Video Object Segmentation | DAVIS 2017 (test-dev) | Jaccard (Decay) | 18.1 | FAVOS |
| Semi-Supervised Video Object Segmentation | DAVIS 2017 (test-dev) | Jaccard (Mean) | 42.9 | FAVOS |
| Semi-Supervised Video Object Segmentation | DAVIS 2017 (test-dev) | Jaccard (Recall) | 48.1 | FAVOS |