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Viewing Publication 1 - 46 from 46

2025

MMSearch: Unveiling the Potential of Large Models as Multi-modal Search EnginesDongzhi Jiang, Renrui Zhang, Ziyu Guo, Yanmin Wu, Jiayi Lei, Pengshuo Qiu, Pan Lu, Zehui Chen, Guanglu Song, Peng Gao 0007, Yu Liu 0015, Chunyuan Li, Hongsheng Li 0001. iclr 2025: [doi]

PixWizard: Versatile Image-to-Image Visual Assistant with Open-Language InstructionsWeifeng Lin, Xinyu Wei, Renrui Zhang, Le Zhuo, Shitian Zhao, Siyuan Huang 0004, Junlin Xie, Peng Gao 0007, Hongsheng Li 0001. iclr 2025: [doi]

Draw-and-Understand: Leveraging Visual Prompts to Enable MLLMs to Comprehend What You WantWeifeng Lin, Xinyu Wei, Ruichuan An, Peng Gao 0007, Bocheng Zou, Yulin Luo, Siyuan Huang 0004, Shanghang Zhang, Hongsheng Li 0001. iclr 2025: [doi]

3DAxisPrompt: Promoting the 3D grounding and reasoning in GPT-4oDingning Liu, Cheng Wang, Peng Gao 0007, Renrui Zhang, Xinzhu Ma, Yuan Meng, Zhihui Wang 0001. ijon, 637:130072, 2025. [doi]

TinyLVLM-eHub: Towards Comprehensive and Efficient Evaluation for Large Vision-Language ModelsWenqi Shao, Meng Lei, Yutao Hu 0002, Peng Gao 0007, Peng Xu, Kaipeng Zhang, Fanqing Meng, Siyuan Huang 0004, Hongsheng Li 0001, Yu Qiao 0001, Ping Luo 0002. tbd, 11(3):933-947, June 2025. [doi]

LVLM-EHub: A Comprehensive Evaluation Benchmark for Large Vision-Language ModelsPeng Xu, Wenqi Shao, Kaipeng Zhang, Peng Gao 0007, Shuo Liu, Meng Lei, Fanqing Meng, Siyuan Huang 0004, Yu Qiao 0001, Ping Luo 0002. pami, 47(3):1877-1893, March 2025. [doi]

MAVIS: Mathematical Visual Instruction Tuning with an Automatic Data EngineRenrui Zhang, Xinyu Wei, Dongzhi Jiang, Ziyu Guo, Yichi Zhang, Chengzhuo Tong, Jiaming Liu 0003, Aojun Zhou, Shanghang Zhang, Peng Gao 0007, Hongsheng Li 0001. iclr 2025: [doi]

2024

ManipVQA: Injecting Robotic Affordance and Physically Grounded Information into Multi-Modal Large Language ModelsSiyuan Huang 0004, Iaroslav Ponomarenko, Zhengkai Jiang 0001, Xiaoqi Li 0020, Xiaobin Hu, Peng Gao 0007, Hongsheng Li 0001, Hao Dong 0003. iros 2024: 7580-7587 [doi]

A3VLM: Actionable Articulation-Aware Vision Language ModelSiyuan Huang 0004, Haonan Chang, Yuhan Liu, Yimeng Zhu, Hao Dong 0003, Abdeslam Boularias, Peng Gao 0007, Hongsheng Li 0001. corl 2024: 1675-1690 [doi]

CLIP-Adapter: Better Vision-Language Models with Feature AdaptersPeng Gao 0007, Shijie Geng, Renrui Zhang, Teli Ma, Rongyao Fang, Yongfeng Zhang, Hongsheng Li 0001, Yu Qiao. ijcv, 132(2):581-595, February 2024. [doi]

Mimic before Reconstruct: Enhancing Masked Autoencoders with Feature MimickingPeng Gao 0007, Ziyi Lin, Renrui Zhang, Rongyao Fang, Hongyang Li 0001, Hongsheng Li 0001, Yu Qiao 0006. ijcv, 132(5):1546-1556, May 2024. [doi]

SpatialFormer: Towards Generalizable Vision Transformers with Explicit Spatial UnderstandingHan Xiao 0010, Wenzhao Zheng, Sicheng Zuo, Peng Gao 0007, Jie Zhou 0001, Jiwen Lu. eccv 2025: 37-54 [doi]

FeatAug-DETR: Enriching One-to-Many Matching for DETRs With Feature AugmentationRongyao Fang, Peng Gao 0007, Aojun Zhou, Yingjie Cai, Si Liu 0001, Jifeng Dai, Hongsheng Li 0001. pami, 46(9):6402-6415, September 2024. [doi]

POS-BERT: Point cloud one-stage BERT pre-trainingKexue Fu, Peng Gao 0007, Shaolei Liu, Linhao Qu, Longxiang Gao, Manning Wang. eswa, 240:122563, 2024. [doi]

OneLLM: One Framework to Align All Modalities with LanguageJiaming Han, Kaixiong Gong, Yiyuan Zhang, Jiaqi Wang 0003, Kaipeng Zhang, Dahua Lin, Yu Qiao 0001, Peng Gao 0007, Xiangyu Yue 0001. cvpr 2024: 26574-26585 [doi]

SPHINX: A Mixer of Weights, Visual Embeddings and Image Scales for Multi-modal Large Language ModelsZiyi Lin, Dongyang Liu, Renrui Zhang, Peng Gao 0007, Longtian Qiu, Han Xiao, Han Qiu 0010, Wenqi Shao, Keqin Chen, Jiaming Han, Siyuan Huang, Yichi Zhang, Xuming He 0001, Yu Qiao 0001, Hongsheng Li 0001. eccv 2025: 36-55 [doi]

SPP: Sparsity-Preserved Parameter-Efficient Fine-Tuning for Large Language ModelsXudong Lu, Aojun Zhou, Yuhui Xu, Renrui Zhang, Peng Gao 0007, Hongsheng Li 0001. icml 2024: [doi]

OmniQuant: Omnidirectionally Calibrated Quantization for Large Language ModelsWenqi Shao, Mengzhao Chen, Zhaoyang Zhang 0004, Peng Xu, Lirui Zhao, Zhiqian Li, Kaipeng Zhang, Peng Gao 0007, Yu Qiao 0001, Ping Luo 0002. iclr 2024: [doi]

Any2Point: Empowering Any-Modality Large Models for Efficient 3D UnderstandingYiwen Tang, Ray Zhang 0002, Jiaming Liu 0003, Zoey Guo, Bin Zhao 0001, Zhigang Wang 0002, Peng Gao 0007, Hongsheng Li 0001, Dong Wang 0028, Xuelong Li 0001. eccv 2025: 456-473 [doi]

Phased Consistency ModelsFu-Yun Wang, Zhaoyang Huang, Alexander William Bergman, Dazhong Shen, Peng Gao 0007, Michael Lingelbach, Keqiang Sun, Weikang Bian, Guanglu Song, Yu Liu, Xiaogang Wang, Hongsheng Li. nips 2024: [doi]

BESA: Pruning Large Language Models with Blockwise Parameter-Efficient Sparsity AllocationPeng Xu, Wenqi Shao, Mengzhao Chen, Shitao Tang, Kaipeng Zhang, Peng Gao 0007, Fengwei An, Yu Qiao 0001, Ping Luo 0002. iclr 2024: [doi]

Referred by Multi-Modality: A Unified Temporal Transformer for Video Object SegmentationShilin Yan, Renrui Zhang, Ziyu Guo, Wenchao Chen, Wei Zhang, Hongyang Li 0001, Yu Qiao, Hao Dong 0003, Zhongjiang He, Peng Gao 0007. AAAI 2024: 6449-6457 [doi]

LLaMA-Adapter: Efficient Fine-tuning of Large Language Models with Zero-initialized AttentionRenrui Zhang, Jiaming Han, Chris Liu, Aojun Zhou, Pan Lu, Yu Qiao 0001, Hongsheng Li 0001, Peng Gao 0007. iclr 2024: [doi]

MATHVERSE: Does Your Multi-modal LLM Truly See the Diagrams in Visual Math Problems?Renrui Zhang, Dongzhi Jiang, Yichi Zhang, Haokun Lin, Ziyu Guo, Pengshuo Qiu, Aojun Zhou, Pan Lu, Kai-Wei Chang, Yu Qiao 0001, Peng Gao 0007, Hongsheng Li 0001. eccv 2025: 169-186 [doi]

Personalize Segment Anything Model with One ShotRenrui Zhang, Zhengkai Jiang 0001, Ziyu Guo, Shilin Yan, Junting Pan, Hao Dong 0003, Yu Qiao 0001, Peng Gao 0007, Hongsheng Li 0001. iclr 2024: [doi]

Unleashing the Potentials of Likelihood Composition for Multi-modal Language ModelsShitian Zhao, Renrui Zhang, Xu Luo, Yan Wang, Shanghang Zhang, Peng Gao 0007. emnlp 2024: 10152-10163 [doi]

No Time to Train: Empowering Non-Parametric Networks for Few-Shot 3D Scene SegmentationXiangyang Zhu, Renrui Zhang, Bowei He, Ziyu Guo, Jiaming Liu, Han Xiao, Chaoyou Fu, Hao Dong 0003, Peng Gao 0007. cvpr 2024: 3838-3847 [doi]

2023

Hybrid Transformer Network for Change Detection Under Self-Supervised PretrainingYongjing Cui, Yin Zhuang, Shan Dong, Xinyi Zhang, Peng Gao 0007, He Chen, Liang Chen 0004. igarss 2023: 6652-6655 [doi]

UniFormer: Unifying Convolution and Self-Attention for Visual RecognitionKunchang Li, Yali Wang 0001, Junhao Zhang, Peng Gao 0007, Guanglu Song, Yu Liu 0015, Hongsheng Li 0001, Yu Qiao 0001. pami, 45(10):12581-12600, October 2023. [doi]

Hybrid token transformer for deep face recognitionWeicong Su, Yali Wang 0001, Kunchang Li, Peng Gao 0007, Yu Qiao 0001. PR, 139:109443, July 2023. [doi]

P2FEViT: Plug-and-Play CNN Feature Embedded Hybrid Vision Transformer for Remote Sensing Image ClassificationGuanqun Wang, He Chen, Liang Chen, Yin Zhuang, Shanghang Zhang, Tong Zhang, Hao Dong 0003, Peng Gao 0007. remotesensing, 15(7):1773, April 2023. [doi]

Resilient Binary Neural NetworkSheng Xu, Yanjing Li, Teli Ma, Mingbao Lin, Hao Dong 0003, Baochang Zhang 0001, Peng Gao 0007, Jinhu Lu. AAAI 2023: 10620-10628 [doi]

Object-Centric Masked Image Modeling-Based Self-Supervised Pretraining for Remote Sensing Object DetectionTong Zhang, Yin Zhuang, He Chen, Liang Chen 0004, Guanqun Wang, Peng Gao 0007, Hao Dong 0003. staeors, 16:5013-5025, 2023. [doi]

Not All Features Matter: Enhancing Few-shot CLIP with Adaptive Prior RefinementXiangyang Zhu, Renrui Zhang, Bowei He, Aojun Zhou, Dong Wang, Bin Zhao, Peng Gao 0007. iccv 2023: 2605-2615 [doi]

2022

Q-ViT: Accurate and Fully Quantized Low-bit Vision TransformerYanjing Li, Sheng Xu, Baochang Zhang 0001, Xianbin Cao 0001, Peng Gao 0007, Guodong Guo. nips 2022: [doi]

UniFormer: Unified Transformer for Efficient Spatial-Temporal Representation LearningKunchang Li, Yali Wang 0001, Peng Gao 0007, Guanglu Song, Yu Liu 0015, Hongsheng Li 0001, Yu Qiao 0001. iclr 2022: [doi]

Frozen CLIP Models are Efficient Video LearnersZiyi Lin, Shijie Geng, Renrui Zhang, Peng Gao 0007, Gerard de Melo, Xiaogang Wang 0001, Jifeng Dai, Yu Qiao 0001, Hongsheng Li 0001. eccv 2022: 388-404 [doi]

Tip-Adapter: Training-Free Adaption of CLIP for Few-Shot ClassificationRenrui Zhang, Wei Zhang, Rongyao Fang, Peng Gao 0007, Kunchang Li, Jifeng Dai, Yu Qiao 0001, Hongsheng Li 0001. eccv 2022: 493-510 [doi]

Consecutive Pre-Training: A Knowledge Transfer Learning Strategy with Relevant Unlabeled Data for Remote Sensing DomainTong Zhang, Peng Gao 0007, Hao Dong 0003, Yin Zhuang, Guanqun Wang, Wei Zhang, He Chen. remotesensing, 14(22):5675, 2022. [doi]

Point-M2AE: Multi-scale Masked Autoencoders for Hierarchical Point Cloud Pre-trainingRenrui Zhang, Ziyu Guo, Peng Gao 0007, Rongyao Fang, Bin Zhao, Dong Wang, Yu Qiao 0001, Hongsheng Li 0001. nips 2022: [doi]

2021

Fast Convergence of DETR with Spatially Modulated Co-AttentionPeng Gao 0007, Minghang Zheng, Xiaogang Wang 0001, Jifeng Dai, Hongsheng Li 0001. iccv 2021: 3601-3610 [doi]

End-to-End Object Detection with Adaptive Clustering TransformerMinghang Zheng, Peng Gao 0007, Renrui Zhang, Kunchang Li, Hongsheng Li 0001, Hao Dong 0003. bmvc 2021: 226 [doi]

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