Topic model with incremental vocabulary based on Belief Propagation. - Meng Wang; Lu Yang; Jianfeng Yan; Jianwei Zhang; Jie Zhou; Peng Xia 005 (Knowl. Based Syst., 2019)

Chinese grammatical error correction based on knowledge distillation. - Peng Xia 005; Yuechi Zhou; Ziyan Zhang; Zecheng Tang; Juntao Li (CoRR, 2022)

NurViD: A Large Expert-Level Video Database for Nursing Procedure Activity Understanding. - Ming Hu; Lin Wang 027; Siyuan Yan; Don Ma; Qingli Ren; Peng Xia 005; Wei Feng 015; Peibo Duan; Lie Ju; Zongyuan Ge (NeurIPS, 2023)

LMPT: Prompt Tuning with Class-Specific Embedding Loss for Long-tailed Multi-Label Visual Recognition. - Peng Xia 005; Di Xu; Lie Ju; Ming Hu; Jun Chen 021; Zongyuan Ge (CoRR, 2023)

OphNet: A Large-Scale Video Benchmark for Ophthalmic Surgical Workflow Understanding. - Ming Hu; Peng Xia 005; Lin Wang 027; Siyuan Yan; Feilong Tang; Zhongxing Xu; Yimin Luo; Kaimin Song; Jürgen Leitner; Xuelian Cheng; Jun Cheng; Chi Liu 002; et al. (ECCV (4), 2024)

RULE: Reliable Multimodal RAG for Factuality in Medical Vision Language Models. - Peng Xia 005; Kangyu Zhu; Haoran Li 011; Hongtu Zhu; Yun Li 010; Gang Li; Linjun Zhang; Huaxiu Yao (EMNLP, 2024)

TP-DRSeg: Improving Diabetic Retinopathy Lesion Segmentation with Explicit Text-Prompts Assisted SAM. - Wenxue Li; Xinyu Xiong; Peng Xia 005; Lie Ju; Zongyuan Ge (MICCAI (8), 2024)

Generalizing to Unseen Domains in Diabetic Retinopathy with Disentangled Representations. - Peng Xia 005; Ming Hu; Feilong Tang; Wenxue Li; Wenhao Zheng; Lie Ju; Peibo Duan; Huaxiu Yao; Zongyuan Ge (MICCAI (10), 2024)

CARES: A Comprehensive Benchmark of Trustworthiness in Medical Vision Language Models. - Peng Xia 005; Ze Chen; Juanxi Tian; Yangrui Gong; Ruibo Hou; Yue Xu; Zhenbang Wu; Zhiyuan Fan; Yiyang Zhou; Kangyu Zhu; Wenhao Zheng; Zhaoyang Wang 004; et al. (NeurIPS, 2024)

Diffusion Model Driven Test-Time Image Adaptation for Robust Skin Lesion Classification. - Ming Hu; Siyuan Yan; Peng Xia 005; Feilong Tang; Wenxue Li; Peibo Duan; Lin Zhang; Zongyuan Ge (CoRR, 2024)

MMedPO: Aligning Medical Vision-Language Models with Clinical-Aware Multimodal Preference Optimization. - Kangyu Zhu; Peng Xia 005; Yun Li 010; Hongtu Zhu; Sheng Wang; Huaxiu Yao (CoRR, 2024)

Towards Realistic Semi-supervised Medical Image Classification. - Wenxue Li; Lie Ju; Feilong Tang; Peng Xia 005; Xinyu Xiong; Ming Hu; Lei Zhu 002; Zongyuan Ge (AAAI, 2025)

Neighbor Does Matter: Density-Aware Contrastive Learning for Medical Semi-supervised Segmentation. - Feilong Tang; Zhongxing Xu; Ming Hu; Wenxue Li; Peng Xia 005; Yiheng Zhong; Hanjun Wu; Jionglong Su; Zongyuan Ge (AAAI, 2025)

HGCLIP: Exploring Vision-Language Models with Graph Representations for Hierarchical Understanding. - Peng Xia 005; Xingtong Yu; Ming Hu; Lie Ju; Zhiyong Wang 001; Peibo Duan; Zongyuan Ge (COLING, 2025)

MMed-RAG: Versatile Multimodal RAG System for Medical Vision Language Models. - Peng Xia 005; Kangyu Zhu; Haoran Li 011; Tianze Wang; Weijia Shi; Sheng Wang; Linjun Zhang; James Zou 001; Huaxiu Yao (ICLR, 2025)

MMIE: Massive Multimodal Interleaved Comprehension Benchmark for Large Vision-Language Models. - Peng Xia 005; Siwei Han; Shi Qiu; Yiyang Zhou; Zhaoyang Wang 004; Wenhao Zheng; Zhaorun Chen; Chenhang Cui; Mingyu Ding; Linjie Li; Lijuan Wang; Huaxiu Yao (ICLR, 2025)

Anyprefer: An Agentic Framework for Preference Data Synthesis. - Yiyang Zhou; Zhaoyang Wang 004; Tianle Wang 009; Shangyu Xing; Peng Xia 005; Bo Li; Kaiyuan Zheng; Zijian Zhang 010; Zhaorun Chen; Wenhao Zheng; Xuchao Zhang; Chetan Bansal; et al. (ICLR, 2025)

MJ-VIDEO: Fine-Grained Benchmarking and Rewarding Video Preferences in Video Generation. - Haibo Tong; Zhaoyang Wang 004; Zhaorun Chen; Haonian Ji; Shi Qiu; Siwei Han; Kexin Geng; Zhongkai Xue; Yiyang Zhou; Peng Xia 005; Mingyu Ding; Rafael Rafailov; et al. (CoRR, 2025)

MDocAgent: A Multi-Modal Multi-Agent Framework for Document Understanding. - Siwei Han; Peng Xia 005; Ruiyi Zhang; Tong Sun; Yun Li 010; Hongtu Zhu; Huaxiu Yao (CoRR, 2025)