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cs.CV2026
Towards Open-Vocabulary Industrial Defect Understanding with a Large-Scale Multimodal Dataset
TsaiChing Ni, ZhenQi Chen, YuanFu Yang
We present IMDD-1M, the first large-scale Industrial Multimodal Defect Dataset comprising 1,000,000 aligned image-text pairs, designed to advance multimodal learning for manufactur…
cs.CV2025
CritiFusion: Semantic Critique and Spectral Alignment for Faithful Text-to-Image Generation
ZhenQi Chen, TsaiChing Ni, YuanFu Yang
Recent text-to-image diffusion models have achieved remarkable visual fidelity but often struggle with semantic alignment to complex prompts. We introduce CritiFusion, a novel infe…