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cs.CV2026
DishSeg24k: A Large-Scale Benchmark for Food Segmentation with Stochastic Expert Decoding
Yilin Wang, Haochen Shi, Guanyu Chen +4
Food segmentation is essential for applications such as intelligent catering, dietary assessment, and recommendation. However, existing benchmarks fail to capture the complexity of…
cs.CV2026
Error-Decomposed Class-Conditional Fusion for Statistically Guaranteed Hard-Category Robust Perception
Guowei Luo, Ziqi Shi, Zhao Xie
Aggregate object detection metrics inherently mask catastrophic and repeatable failures in operationally critical, long-tail minority classes. This paper formally defines this perv…