MMVP

MMVP Benchmark Datacard Basic Information Title: MMVP Benchmark Description: The MMVP (Multimodal Visual Patterns) Benchmark focuses on identifying “CLIP-blind pairs” – images that are perceived as similar by CLIP despite having clear visual differences. MMVP benchmarks the performance of state-of-the-art systems, incl

Papers using MMVP (5)

Retrieve, Integrate, and Synthesize: Spatial-Semantic Grounded Latent Visual Reasoning2026VisionFoundry: Teaching VLMs Visual Perception with Synthetic Images2026AMVICC: A Novel Benchmark for Cross-Modal Failure Mode Profiling for VLMs and IGMs2026VITRIX-CLIPIN: Enhancing Fine-Grained Visual Understanding in CLIP via Instruction Editing Data and Long Captions2025Energy-Guided Decoding for Object Hallucination Mitigation2025