Edited Image Captioning on MMEdit E-IC
100ReliabilityFT
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| FTMLLM Backbone=BLIP22026.05 | 100 | 0 | 78.79 | 29.58 | |
| WISEMLLM Backbone=BLIP22026.05 | 100 | 82.54 | 99.84 | 10.28 | |
| ASAMWISEMLLM Backbone=BLIP22026.05 | 100 | 86.22 | 100 | 10.74 | |
| FTMLLM Backbone=MiniGPT-42026.05 | 100 | 0 | 95 | 39.83 | |
| SERACMLLM Backbone=BLIP22026.05 | 99.71 | 99.71 | 100 | 2.64 | |
| ASAMWISEMLLM Backbone=MiniGPT-42026.05 | 95.84 | 83.36 | 100 | 88.49 | |
| WISEMLLM Backbone=MiniGPT-42026.05 | 95.68 | 83.01 | 100 | 89.8 | |
| IKEMLLM Backbone=BLIP22026.05 | 94.4 | 88 | 50.43 | 2.87 | |
| IKEMLLM Backbone=MiniGPT-42026.05 | 90.3 | 90 | 51.49 | 4.27 | |
| SERACMLLM Backbone=MiniGPT-42026.05 | 83.6 | 93.1 | 99.99 | 4.65 | |
| ASAMMENDMLLM Backbone=MiniGPT-42026.05 | 82.8 | 61.4 | 99.08 | 87.64 | |
| MENDMLLM Backbone=MiniGPT-42026.05 | 82 | 59.6 | 99.17 | 87.17 | |
| ASAMMENDMLLM Backbone=BLIP22026.05 | 77.4 | 62.6 | 98.29 | 79.07 | |
| MENDMLLM Backbone=BLIP22026.05 | 76.1 | 60.3 | 98.18 | 79.16 | |
| UniKEMLLM Backbone=BLIP22026.05 | 74.01 | 73.84 | 76.09 | 82.36 | |
| T-PatcherMLLM Backbone=BLIP22026.05 | 72.78 | 72.75 | 71.59 | 80.49 | |
| UniKEMLLM Backbone=MiniGPT-42026.05 | 72.18 | 70.41 | 68.53 | 84.59 | |
| T-PatcherMLLM Backbone=MiniGPT-42026.05 | 69.54 | 68.95 | 63.59 | 81.34 | |
| Pre-editedMLLM Backbone=BLIP22026.05 | 0 | 0 | 99.79 | 94.93 | |
| Pre-editedMLLM Backbone=MiniGPT-42026.05 | 0 | 0 | 99.79 | 94.93 |