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cs.CV2026
MARINER: A 3E-Driven Benchmark for Fine-Grained Perception and Complex Reasoning in Open-Water Environments
Xingming Liao, Ning Chen, Muying Shu +5
Fine-grained visual understanding and high-level reasoning in real-world open-water environments remain under-explored due to the lack of dedicated benchmarks. We introduce MARINER…
cs.CV2025
LR-IAD:Mask-Free Industrial Anomaly Detection with Logical Reasoning
Peijian Zeng, Feiyan Pang, Zhanbo Wang +1
Industrial Anomaly Detection (IAD) is critical for ensuring product quality by identifying defects. Traditional methods such as feature embedding and reconstruction-based approache…