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ResearchFormerly WizWand

Image Captioning on MS-COCO 1,000 images subset 2014 2017 (val)

0.722SentenceBERT ScoreDefense off
0.193680.330840.4680.60516Feb 23, 2026
Updated 8mo ago

Evaluation results

MethodLinks
Defense offModel=LLaVA-1.5-7B, Attack=Clean2026.020.722
Improved SmoothVLMModel=LLaVA-1.5-7B, Attack=Clean2026.020.722
VALDModel=LLaVA-1.5-7B, Attack=Clean2026.020.722
VALDModel=LLaVA-1.5-7B, Attack=MF-ii2026.020.716
SmoothVLMModel=LLaVA-1.5-7B, Attack=Clean2026.020.715
VALDModel=MiniGPT-v2, Attack=MixAttack2026.020.711
VALDModel=MiniGPT-v2, Attack=MF-ii2026.020.708
Improved SmoothVLMModel=LLaVA-1.5-7B, Attack=MF-ii2026.020.704
Defense offModel=MiniGPT-v2, Attack=Clean2026.020.703
VALDModel=MiniGPT-v2, Attack=Clean2026.020.703
Improved SmoothVLMModel=MiniGPT-v2, Attack=Clean2026.020.701
VALDModel=LLaVA-1.5-7B, Attack=MixAttack2026.020.694
SmoothVLMModel=MiniGPT-v2, Attack=Clean2026.020.685
Improved SmoothVLMModel=MiniGPT-v2, Attack=MixAttack2026.020.683
Improved SmoothVLMModel=LLaVA-1.5-7B, Attack=MixAttack2026.020.682
Improved SmoothVLMModel=MiniGPT-v2, Attack=MF-ii2026.020.681
SmoothVLMModel=LLaVA-1.5-7B, Attack=MF-ii2026.020.677
SmoothVLMModel=MiniGPT-v2, Attack=MF-ii2026.020.666
SmoothVLMModel=MiniGPT-v2, Attack=MixAttack2026.020.657
SmoothVLMModel=LLaVA-1.5-7B, Attack=MixAttack2026.020.65
Defense offModel=LLaVA-1.5-7B, Attack=MixAttack2026.020.44
Defense offModel=MiniGPT-v2, Attack=MixAttack2026.020.297
Defense offModel=LLaVA-1.5-7B, Attack=MF-ii2026.020.268
Defense offModel=MiniGPT-v2, Attack=MF-ii2026.020.214