ViP-Bench: Making Large Multimodal Models Understand Arbitrary Visual Prompts

ViP-Bench a region level multimodal model evaulation benchmark curated by University of Wisconsin-Madison. We provides two kinds of visual prompts: (1) bounding boxes, and (2) human drawn diverse visual prompts.

Evaluation Code See

LeaderBoard See

Evaluation Server Please refer to to use our evaluation server.

Source annotation

In source_image, we provide the source plain images along with the bounding box/mask annotations. Researchers can use such grounding information to match the special tokens such as <obj> in "question" entry of vip-bench-meta-data.json. For example, <obj> can be replaced by textual coordinates to evaluate the region-level multimodal models.

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