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ResearchFormerly WizWand

Visual Question Answering on Infrared-COCO (test)

71.38Answer CorrectnessClean
30.45641.080551.70562.3295Apr 3, 2026
Updated 7mo ago

Evaluation results

MethodLinks
CleanImage Encoder=OpenAI CLIP ViT-L/14, Models=LLaVA-1.6 (13B)2026.0471.38
CleanImage Encoder=OpenAI CLIP ViT-L/14, Models=LLaVA-1.5 (7B)2026.0468.21
CleanImage Encoder=EVA-CLIP ViT-G/14, Models=Blip-2 FlanT5XL (4.1B)2026.0465.83
CleanImage Encoder=EVA-CLIP ViT-G/14, Models=InstructBLIP FlanT5XL (4.1B)2026.0464.78
QR codeImage Encoder=OpenAI CLIP ViT-L/14, Models=LLaVA-1.6 (13B)2026.0464.23
QR codeImage Encoder=OpenAI CLIP ViT-L/14, Models=LLaVA-1.5 (7B)2026.0463.34
CleanImage Encoder=OpenAI CLIP ViT-L/14, Models=Blip-2 FlanT5XL ViT-L (3.4B)2026.0462.32
HCBImage Encoder=OpenAI CLIP ViT-L/14, Models=LLaVA-1.6 (13B)2026.0461.65
HCBImage Encoder=EVA-CLIP ViT-G/14, Models=Blip-2 FlanT5XL (4.1B)2026.0460.56
AdvGridImage Encoder=OpenAI CLIP ViT-L/14, Models=LLaVA-1.6 (13B)2026.0459.36
AdvGridImage Encoder=EVA-CLIP ViT-G/14, Models=Blip-2 FlanT5XL (4.1B)2026.0459.34
QR codeImage Encoder=EVA-CLIP ViT-G/14, Models=InstructBLIP FlanT5XL (4.1B)2026.0459.1
HCBImage Encoder=OpenAI CLIP ViT-L/14, Models=LLaVA-1.5 (7B)2026.0458.56
QR codeImage Encoder=OpenAI CLIP ViT-L/14, Models=Blip-2 FlanT5XL ViT-L (3.4B)2026.0458.12
HCBImage Encoder=OpenAI CLIP ViT-L/14, Models=Blip-2 FlanT5XL ViT-L (3.4B)2026.0457.78
QR codeImage Encoder=EVA-CLIP ViT-G/14, Models=Blip-2 FlanT5XL (4.1B)2026.0457.58
HCBImage Encoder=EVA-CLIP ViT-G/14, Models=InstructBLIP FlanT5XL (4.1B)2026.0457.39
AdvGridImage Encoder=OpenAI CLIP ViT-L/14, Models=LLaVA-1.5 (7B)2026.0457.28
AdvGridImage Encoder=OpenAI CLIP ViT-L/14, Models=Blip-2 FlanT5XL ViT-L (3.4B)2026.0455.78
UCGPImage Encoder=OpenAI CLIP ViT-L/14, Models=LLaVA-1.6 (13B)2026.0455.23
AdvGridImage Encoder=EVA-CLIP ViT-G/14, Models=InstructBLIP FlanT5XL (4.1B)2026.0455.21
CleanImage Encoder=OpenAI CLIP ViT-L/14, Models=OpenFlamingo (3B)2026.0451.56
UCGPImage Encoder=OpenAI CLIP ViT-L/14, Models=LLaVA-1.5 (7B)2026.0451.34
UCGPImage Encoder=EVA-CLIP ViT-G/14, Models=Blip-2 FlanT5XL (4.1B)2026.0447.34
UCGPImage Encoder=OpenAI CLIP ViT-L/14, Models=Blip-2 FlanT5XL ViT-L (3.4B)2026.0446.78
UCGPImage Encoder=EVA-CLIP ViT-G/14, Models=InstructBLIP FlanT5XL (4.1B)2026.0442.23
QR codeImage Encoder=OpenAI CLIP ViT-L/14, Models=OpenFlamingo (3B)2026.0441.85
AdvGridImage Encoder=OpenAI CLIP ViT-L/14, Models=OpenFlamingo (3B)2026.0437.46
HCBImage Encoder=OpenAI CLIP ViT-L/14, Models=OpenFlamingo (3B)2026.0435.74
UCGPImage Encoder=OpenAI CLIP ViT-L/14, Models=OpenFlamingo (3B)2026.0432.03