Benchmarking Multi-modal Semantic Segmentation under Sensor Failures: Missing and Noisy Modality Robustness. - Chenfei Liao; Kaiyu Lei; Xu Zheng 002; Junha Moon; Zhixiong Wang; Yixuan Wang; Danda Pani Paudel; Luc Van Gool; Xuming Hu (CVPR Workshops, 2025)

UMSSS: A Visual Scene Semantic Segmentation Dataset for Underground Mines. - Jiawen Wang; Chenfei Liao; Zhongqi Zhao; Lianghui Li; Xuan Gao; Suna Pan; Fangzhen Shi; Yudong Wang; Weijie Zhou; Kehu Yang (ICASSP, 2025)

An Efficient Large Kernel Convolution Network Designed for Neural Processing Unit. - Jiawen Wang; Chenfei Liao; Dewei Li 002; Zhongqi Zhao; Jingchuan Chen; Kehu Yang (Eng. Appl. Artif. Intell., 2025)

MemorySAM: Memorize Modalities and Semantics with Segment Anything Model 2 for Multi-modal Semantic Segmentation. - Chenfei Liao; Xu Zheng 002; Yuanhuiyi Lyu; Haiwei Xue; Yihong Cao; Jiawen Wang; Kailun Yang 001; Xuming Hu (CoRR, 2025)

OmniSAM: Omnidirectional Segment Anything Model for UDA in Panoramic Semantic Segmentation. - Ding Zhong; Xu Zheng 002; Chenfei Liao; Yuanhuiyi Lyu; Jialei Chen 001; Shengyang Wu; Linfeng Zhang 001; Xuming Hu (CoRR, 2025)

MLLMs are Deeply Affected by Modality Bias. - Xu Zheng 002; Chenfei Liao; Yuqian Fu; Kaiyu Lei; Yuanhuiyi Lyu; Lutao Jiang; Bin Ren; Jialei Chen 001; Jiawen Wang; Chengxin Li; Linfeng Zhang 001; Danda Pani Paudel; et al. (CoRR, 2025)

Shifting AI Efficiency From Model-Centric to Data-Centric Compression. - Xuyang Liu; Zichen Wen; Shaobo Wang 001; Junjie Chen; Zhishan Tao; Yubo Wang; Xiangqi Jin; Chang Zou; Yiyu Wang; Chenfei Liao; Xu Zheng 002; Honggang Chen; et al. (CoRR, 2025)