Modality Gap Analysis on General Multi-modal
0.096GapTPC-CMA
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| TPC-CMAType=Fine-tune, alpha_target=0.92026.03 | 0.096 | 87 | 0.392 | |
| TPC-CMAType=Fine-tune, alpha_target=0.52026.03 | 0.13 | 82.3 | 0.441 | |
| TPC-CMAType=Fine-tune, alpha_target=0.32026.03 | 0.155 | 78.9 | 0.474 | |
| TPC-CMAType=Fine-tune, alpha_target=0.052026.03 | 0.245 | 66.6 | 0.554 | |
| AlignCLIPType=From-scratch2026.03 | 0.353 | 51.8 | 0.55 | |
| TPC-CMAType=Fine-tune, alpha_target=0.012026.03 | 0.558 | 23.8 | 0.61 | |
| Mean-CenteringType=Post-proc2026.03 | 0.685 | 6.5 | 0.685 | |
| M2-MixType=Fine-tune2026.03 | 0.71 | 3.1 | 0.637 | |
| Original CLIPType=Pretrained2026.03 | 0.733 | — | 0.685 | |
| CS-AlignerType=Fine-tune2026.03 | 0.734 | 0.1 | 0.617 | |
| CLIP-RefineType=Fine-tune2026.03 | 0.747 | 1.9 | 0.647 |