AdaptVision: Efficient Vision-Language Models via Adaptive Visual Acquisition

Benchmark Model Rank Results
mathematical-reasoning-on-mathverseAdaptVision (Qwen2.5-VL-7B-Instruct)#24Accuracy: 42.3
visual-question-answering-on-mm-vetAdaptVision (Qwen2.5-VL-7B-Instruct)#27GPT-4 score: 64.8
visual-question-answering-vqa-on-realworldqaAdaptVision (Qwen2.5-VL-7B-Instruct)#64Accuracy: 67.32
chart-question-answering-on-chartqaAdaptVision (Qwen2.5-VL-7B-Instruct)#791:1 Accuracy: 75.92
multimodal-reasoning-on-mathvistaAdaptVision (Qwen2.5-VL-7B-Instruct)#79Accuracy: 65.9