Vision-Language Probing on VL-CheckList (test)
86.9Object: AvgCE-XVLM
Evaluation Results
| Method | Links | |||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| CE-XVLM#Params=216M2023.06 | 86.9 | 80.5 | 76 | 80.6 | 67.2 | 69.8 | 74.8 | 87.3 | 86.6 | 80.8 | 78.6 | 79.7 | 78.6 | |
| CE-CLIP+#Params=151M2023.06 | 86.3 | 78.5 | 83.5 | 85.2 | 65.8 | 70.8 | 76.7 | 86.7 | 85.9 | 81 | 68.4 | 74.7 | 78.4 | |
| XVLM-coco#Params=216M2023.06 | 85.8 | 80.4 | 81.1 | 83.1 | 60.3 | 70.8 | 75.1 | 86.3 | 85.3 | 79 | 61.8 | 70.4 | 76.5 | |
| CLIP-SVLC#Params=151M2023.06 | 85 | 69.4 | 77.5 | 77.4 | 73.4 | 62.3 | 72 | — | — | 74.7 | 63.2 | 68.95 | 74.2 | |
| BLIP2#Params=3.4B2023.06 | 84.9 | 81 | 86.2 | 90.3 | 61.7 | 70.1 | 77.8 | 85.4 | 84.3 | 84.9 | 56.2 | 70.6 | 77.8 | |
| CE-CLIP#Params=151M2023.06 | 84.6 | 75.6 | 72.7 | — | 65.3 | 69.8 | 72.6 | 84.8 | 84.5 | 78.5 | 65 | 71.8 | 75.1 | |
| BEIT3#Params=1.9B2023.06 | 84.5 | 79.6 | 78.5 | 80.1 | 63 | 68.4 | 73.9 | 85.2 | 83.8 | 76.6 | 62.3 | 69.4 | 75.3 | |
| MiniGPT-4#Params=>9B2023.06 | 84.2 | — | — | — | — | — | 71.3 | — | — | — | — | 84.1 | — | |
| NegCLIP#Params=151M2023.06 | 84.1 | 72.1 | 75.7 | 78.1 | 61.3 | 67.3 | 70.9 | 84.4 | 83.8 | 80.7 | 57.1 | 68.9 | 73.4 | |
| CLIP-SGVL#Params=>151M2023.06 | 82.6 | 76.6 | 78 | 80.6 | 59.7 | 61.2 | 71.2 | 83 | 81.3 | 79 | — | — | — | |
| BLIP#Params=583M2023.06 | 82.2 | 79.5 | 83.2 | 84.7 | 59.8 | 68.8 | 75.2 | 83 | 81.3 | 59.5 | 75.7 | 70.5 | 75.7 | |
| UNITER#Params=300M2023.06 | 81.9 | 72.6 | 76.2 | 75.8 | 63.5 | 68.1 | 71.3 | 82.4 | 81.5 | 69.2 | 61.5 | 64.7 | 72.6 | |
| ALBEF#Params=210M2023.06 | 81.1 | 81.7 | 84.2 | 87.3 | 69.5 | 72.08 | 79.3 | 81.7 | 80.5 | 70.5 | 64.6 | 66.5 | 75.6 | |
| CLIP#Params=151M2023.06 | 80 | 70.5 | 69.4 | 69.5 | 60.7 | 67 | 67.4 | 80.2 | 79.7 | 72.2 | 53.8 | 63 | 69.2 | |
| DAC-LLM#Params=151M2023.06 | 77.3 | — | — | — | — | — | — | — | — | 87.3 | 86.4 | 88.5 | — | |
| DAC-SAM#Params=151M2023.06 | 75.8 | — | — | — | — | — | — | — | — | 89.8 | — | 89.8 | — | |
| syn-CLIP#Params=151M2023.06 | 69.4 | — | — | — | — | — | 70.4 | — | — | — | — | — | — |