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1. Nicous20/FunQA Nicous20/FunQA Public

   FunQA benchmarks funny, creative, and magic videos for challenging tasks including timestamp localization, video description, reasoning, and beyond.

   Python 104 1

2. RISys-Lab/ReasonCLIP RISys-Lab/ReasonCLIP Public

   [ECCV 2026] Visually Grounded Commonsense Reasoning Surpervison for CLIP-like Models

   Python 11

3. CUVA CUVA Public

   [CVPR 2024] Official repository of the paper "Uncovering What, Why and How: A Comprehensive Benchmark for Causation Understanding of Video Anomaly"

   Python 88 22

4. TRIG TRIG Public

   [ICCV 2025] Trade-offs in Image Generation: How Do Different Dimensions Interact? (Official repository)

   Python 10 2

5. DocMSU DocMSU Public

   [AAAI 2024] Official repository of the paper "DocMSU: A Comprehensive Benchmark for Document-level Multimodal Sarcasm Understanding"

   Python 9

6. RISys-Lab/LingT2I RISys-Lab/LingT2I Public

   [ACM MM 2026] On the Limitations of Cross-Lingual Consistency in Multilingual Text-to-Image Generation

   Python 3 1