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cs.CV2026
FineGen: A VLM-based Multi-Agent Framework for Fine-Grained Image-Text Dataset Construction
Chang Kong, Yuebing Li, Peng Mo +2
The scarcity of hard negative samples in current vision-language datasets significantly hinders fine-grained perception. To address this, we propose FineGen, a VLM-based Multi-Agen…
cs.CV2026
UniPCB: A Unified Vision-Language Benchmark for Open-Ended PCB Quality Inspection
Fuxiang Sun, Xi Jiang, Jiansheng Wu +3
Multimodal Large Language Models (MLLMs) show promise for general industrial quality inspection, but fall short in complex scenarios, such as Printed Circuit Board (PCB) inspection…