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cs.CV2025
ClearGCD: Mitigating Shortcut Learning For Robust Generalized Category Discovery
Kailin Lyu, Jianwei He, Long Xiao +4
In open-world scenarios, Generalized Category Discovery (GCD) requires identifying both known and novel categories within unlabeled data. However, existing methods often suffer fro…
cs.LG2025
TouchFormer: A Robust Transformer-based Framework for Multimodal Material Perception
Kailin Lyu, Long Xiao, Jianing Zeng +6
Traditional vision-based material perception methods often experience substantial performance degradation under visually impaired conditions, thereby motivating the shift toward no…