RISEBench
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- New RISEBench++ benchmark: reasoning-informed visual editing still stumps top models
An arXiv paper introduces RISEBench++, a benchmark for reasoning-informed visual editing that spans six reasoning dimensions — temporal, causal, spatial, logical, counterfactual and hybrid — decomposed into 12 subcategories and 65 fine-grained task types, with 1,000 human-annotated test cases released in English and Chinese. The authors also present RISE-Agent, a training-free agentic framework, and evaluate 58 visual editing approaches (34 open-source models, 19 closed-source models and 5 agentic methods); even the strongest, GPT-Image-2.5 Sunburst, reaches only 56.6% accuracy.
Hugging Face · Papers · 🔥 0
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