Unlearning on Ele-Fashion
0.38Unlearning Time (s)ETR
Evaluation Results
| Method | Links | |
|---|---|---|
| ETRBackbone=SAGE, Encoder=CLIP2026.05 | 0.38 | |
| FDQBackbone=SAGE, Encoder=CLIP2026.05 | 0.54 | |
| FDQBackbone=SAGE, Encoder=T5+ViT2026.05 | 0.66 | |
| FDQBackbone=SAGE, Encoder=T5+DINOv22026.05 | 0.7 | |
| ETRBackbone=SAGE, Encoder=T5+ViT2026.05 | 0.75 | |
| FDQBackbone=SAGE, Encoder=ImageBind2026.05 | 0.93 | |
| ETRBackbone=SAGE, Encoder=T5+DINOv22026.05 | 1.29 | |
| IDEABackbone=SAGE, Encoder=CLIP2026.05 | 1.51 | |
| ETRBackbone=SAGE, Encoder=ImageBind2026.05 | 1.8 | |
| IDEABackbone=SAGE, Encoder=T5+DINOv22026.05 | 1.83 | |
| IDEABackbone=SAGE, Encoder=T5+ViT2026.05 | 1.85 | |
| MEGUBackbone=SAGE, Encoder=CLIP2026.05 | 3.97 | |
| MEGUBackbone=SAGE, Encoder=T5+DINOv22026.05 | 5.38 | |
| MEGUBackbone=SAGE, Encoder=T5+ViT2026.05 | 5.44 | |
| GNNDeleteBackbone=SAGE, Encoder=CLIP2026.05 | 6.49 | |
| IDEABackbone=SAGE, Encoder=ImageBind2026.05 | 7.92 | |
| GNNDeleteBackbone=SAGE, Encoder=T5+DINOv22026.05 | 8.56 | |
| GNNDeleteBackbone=SAGE, Encoder=T5+ViT2026.05 | 8.71 | |
| GNNDeleteBackbone=SAGE, Encoder=ImageBind2026.05 | 20.89 | |
| BLPABackbone=SAGE, Encoder=CLIP2026.05 | 21.44 | |
| MEGUBackbone=SAGE, Encoder=ImageBind2026.05 | 22.52 | |
| BLPABackbone=SAGE, Encoder=T5+ViT2026.05 | 26.56 | |
| BEKMBackbone=SAGE, Encoder=CLIP2026.05 | 26.79 | |
| BLPABackbone=SAGE, Encoder=T5+DINOv22026.05 | 26.82 | |
| BLPABackbone=SAGE, Encoder=ImageBind2026.05 | 32.6 | |
| BEKMBackbone=SAGE, Encoder=T5+ViT2026.05 | 34.78 | |
| ScaleGUNBackbone=SAGE, Encoder=CLIP2026.05 | 37.24 | |
| ScaleGUNBackbone=SAGE, Encoder=T5+DINOv22026.05 | 41.65 | |
| BEKMBackbone=SAGE, Encoder=ImageBind2026.05 | 43.32 | |
| ScaleGUNBackbone=SAGE, Encoder=T5+ViT2026.05 | 43.65 | |
| ScaleGUNBackbone=SAGE, Encoder=ImageBind2026.05 | 46.09 | |
| BEKMBackbone=SAGE, Encoder=T5+DINOv22026.05 | 76.03 |