Panoptic-PartFormer: Learning a Unified Model for Panoptic Part Segmentation. - Xiangtai Li; Shilin Xu 001; Yibo Yang; Guangliang Cheng; Yunhai Tong; Dacheng Tao (ECCV (27), 2022)

Fashionformer: A Simple, Effective and Unified Baseline for Human Fashion Segmentation and Recognition. - Shilin Xu 001; Xiangtai Li; Jingbo Wang 001; Guangliang Cheng; Yunhai Tong; Dacheng Tao (ECCV (37), 2022)

Query Learning of Both Thing and Stuff for Panoptic Segmentation. - Shilin Xu 001; Xiangtai Li; Yibo Yang; Hongyang Li; Guangliang Cheng; Yunhai Tong (ICIP, 2022)

PanopticPartFormer++: A Unified and Decoupled View for Panoptic Part Segmentation. - Xiangtai Li; Shilin Xu 001; Yibo Yang; Haobo Yuan; Guangliang Cheng; Yunhai Tong; Zhouchen Lin; Dacheng Tao (CoRR, 2023)

DST-Det: Simple Dynamic Self-Training for Open-Vocabulary Object Detection. - Shilin Xu 001; Xiangtai Li; Size Wu; Wenwei Zhang; Yining Li; Guangliang Cheng; Yunhai Tong; Kai Chen 026; Chen Change Loy (CoRR, 2023)

An Open and Comprehensive Pipeline for Unified Object Grounding and Detection. - Xiangyu Zhao; Yicheng Chen; Shilin Xu 001; Xiangtai Li; Xinjiang Wang; Yining Li; Haian Huang (CoRR, 2024)

RAP-SAM: Towards Real-Time All-Purpose Segment Anything. - Shilin Xu 001; Haobo Yuan; Qingyu Shi; Lu Qi; Jingbo Wang 001; Yibo Yang; Yining Li; Kai Chen 026; Yunhai Tong; Bernard Ghanem; Xiangtai Li; Ming-Hsuan Yang 001 (CoRR, 2024)

LLAVADI: What Matters For Multimodal Large Language Models Distillation. - Shilin Xu 001; Xiangtai Li; Haobo Yuan; Lu Qi; Yunhai Tong; Ming-Hsuan Yang 001 (CoRR, 2024)

RLRF4Rec: Reinforcement Learning from Recsys Feedback for Enhanced Recommendation Reranking. - Chao Sun; Yaobo Liang; Yaming Yang 001; Shilin Xu 001; Tianmeng Yang; Yunhai Tong (CoRR, 2024)

Towards Open Vocabulary Learning: A Survey. - Jianzong Wu; Xiangtai Li; Shilin Xu 001; Haobo Yuan; Henghui Ding; Yibo Yang; Xia Li 005; Jiangning Zhang; Yunhai Tong; Xudong Jiang 001; Bernard Ghanem; Dacheng Tao (IEEE Trans. Pattern Anal. Mach. Intell., 2024)

Panoptic-PartFormer++: A Unified and Decoupled View for Panoptic Part Segmentation. - Xiangtai Li; Shilin Xu 001; Yibo Yang; Haobo Yuan; Guangliang Cheng; Yunhai Tong; Zhouchen Lin; Ming-Hsuan Yang 001; Dacheng Tao (IEEE Trans. Pattern Anal. Mach. Intell., 2024)

RMP-SAM: Towards Real-Time Multi-Purpose Segment Anything. - Shilin Xu 001; Haobo Yuan; Qingyu Shi; Lu Qi; Jingbo Wang 001; Yibo Yang; Yining Li; Kai Chen 026; Yunhai Tong; Bernard Ghanem; Xiangtai Li; Ming-Hsuan Yang 001 (ICLR, 2025)

Sa2VA: Marrying SAM2 with LLaVA for Dense Grounded Understanding of Images and Videos. - Haobo Yuan; Xiangtai Li; Tao Zhang 042; Zilong Huang; Shilin Xu 001; Shunping Ji; Yunhai Tong; Lu Qi; Jiashi Feng; Ming-Hsuan Yang 001 (CoRR, 2025)

Are They the Same? Exploring Visual Correspondence Shortcomings of Multimodal LLMs. - Yikang Zhou; Tao Zhang 042; Shilin Xu 001; Shihao Chen; Qianyu Zhou 001; Yunhai Tong; Shunping Ji; Jiangning Zhang; Xiangtai Li; Lu Qi (CoRR, 2025)

4th PVUW MeViS 3rd Place Report: Sa2VA. - Haobo Yuan; Tao Zhang 042; Xiangtai Li; Lu Qi; Zilong Huang; Shilin Xu 001; Jiashi Feng; Ming-Hsuan Yang 001 (CoRR, 2025)

An Empirical Study of GPT-4o Image Generation Capabilities. - Sixiang Chen; Jinbin Bai; Zhuoran Zhao; Tian Ye 001; Qingyu Shi; Donghao Zhou; Wenhao Chai; Xin Lin; Jianzong Wu; Chao Tang; Shilin Xu 001; Tao Zhang 042; et al. (CoRR, 2025)

On Path to Multimodal Generalist: General-Level and General-Bench. - Hao Fei 001; Yuan Zhou 016; Juncheng Li 006; Xiangtai Li; Qingshan Xu 001; Bobo Li; Shengqiong Wu; Yaoting Wang; Junbao Zhou; Jiahao Meng; Qingyu Shi; Zhiyuan Zhou; et al. (CoRR, 2025)

Mixed-R1: Unified Reward Perspective For Reasoning Capability in Multimodal Large Language Models. - Shilin Xu 001; Yanwei Li; Rui Yang; Tao Zhang 042; Yueyi Sun; Wei Chow; Linfeng Li; Hang Song; Qi Xu; Yunhai Tong; Xiangtai Li; Hao Fei 001 (CoRR, 2025)

DST-Det: Open-Vocabulary Object Detection via Dynamic Self-Training. - Shilin Xu 001; Xiangtai Li; Size Wu; Wenwei Zhang; Yunhai Tong; Chen Change Loy (IEEE Trans. Circuits Syst. Video Technol., 2025)

MERIT: Multilingual Semantic Retrieval with Interleaved Multi-Condition Query. - Wei Chow; Yuan Gao; Linfeng Li; Xian Wang; Qi Xu; Hang Song; Lingdong Kong; Ran Zhou; Yi Zeng; Yidong Cai; Botian Jiang; Shilin Xu 001; et al. (CoRR, 2025)

DenseWorld-1M: Towards Detailed Dense Grounded Caption in the Real World. - Xiangtai Li; Tao Zhang 042; Yanwei Li; Haobo Yuan; Shihao Chen; Yikang Zhou; Jiahao Meng; Yueyi Sun; Shilin Xu 001; Lu Qi; Tianheng Cheng; Yi Lin; et al. (CoRR, 2025)