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+ ---
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+ license: apache-2.0
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+ tags:
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+ - multimodal
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+ - ophthalmology
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+ - OCT
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+ - benchmark
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+ - medical
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+ - visual question answering
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+ ---
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+
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+ # πŸ€— OCT-Bench
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+
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+ ![Overview](overview.png)
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+ To comprehensively evaluate Multimodal Large Language Models (MLLMs) on optical coherence tomography (OCT) image understanding, we introduce **OCT-Bench**, a comprehensive benchmark that follows the real-world clinical interpretation workflow from **visual perception**, **medical cognition**, to **clinical reasoning**.
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+ OCT-Bench contains **10,076 expert-verified multiple-choice questions** constructed from **4,137 OCT images** collected from **seven public datasets**. The benchmark establishes a hierarchical capability taxonomy consisting of **3 capability dimensions**, **9 capability groups**, and **20 fine-grained tasks**, covering imaging attributes, retinal anatomy, lesion characteristics, disease diagnosis, treatment planning, and prognostic management.
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+ We benchmark **20 representative MLLMs**, including proprietary models, open-source general-purpose models, and medical-domain models, providing a comprehensive evaluation of OCT understanding capabilities.
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+ For detailed usage and instructions, please refer to the [GitHub page](https://github.com/baochenfu/OCT-Bench).
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+ You can download **OCT-Bench**. The expected directory structure is:
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+
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+ OCT-Bench
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+ β”œβ”€β”€ images
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+ β”‚ β”œβ”€β”€ OCT5K
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+ β”‚ β”œβ”€β”€ OCTDL
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+ β”‚ └── ...
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+ └── VQA
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+ β”œβ”€β”€ T01_VQA.jsonl
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+ β”œβ”€β”€ T02_VQA.jsonl
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+ └── ...
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+