Omni-I2C: A Holistic Benchmark for High-Fidelity Image-to-Code Generation

Dimensions overall score 8.0

• Omni-I2C is a comprehensive benchmark with 1080 meticulously curated samples for evaluating image-to-code generation.method 95%
• Image-to-code generation requires unprecedented synergy between high-fidelity visual perception and precise generative expression.technical 90%
• Even state-of-the-art LMMs struggle to preserve structural integrity in complex image-to-code scenarios.result 85%
• Omni-I2C spans a vast spectrum of digital content including scientific visualizations and complex symbolic notations.method 90%
• The evaluation framework decouples performance into perceptual fidelity and symbolic precision.method 90%
• Multimodal code generation remains a formidable challenge for current LMMs.limitation 85%
• Omni-I2C incorporates authentic user-sourced cases to enhance benchmark realism.method 85%
• Minor perceptual hallucinations or coding errors lead to complete failure in image-to-code visual reconstruction.technical 80%

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