Sucheng Ren

70 papers A* 19A 3Journal 45Unranked 3
YearRankTypeTitle / Venue / Authors
2026 J jnl
CoPE: Clipped RoPE as A Scalable Free Lunch for Long Context LLMs.
CoRR
Haoran Li, Sucheng Ren, Alan L. Yuille, Feng Wang
2026 J jnl
OpenVision 3: A Family of Unified Visual Encoder for Both Understanding and Generation.
CoRR
Letian Zhang, Sucheng Ren, Yanqing Liu, Xianhang Li, Zeyu Wang, Yuyin Zhou, Huaxiu Yao, Zeyu Zheng, Weili Nie, Guilin Liu, Zhiding Yu, Cihang Xie
2026 J jnl
Spiral RoPE: Rotate Your Rotary Positional Embeddings in the 2D Plane.
CoRR
Haoyu Liu, Sucheng Ren, Tingyu Zhu, Peng Wang, Cihang Xie, Alan L. Yuille, Zeyu Zheng, Feng Wang
2026 J jnl
ViT-5: Vision Transformers for The Mid-2020s.
CoRR
Feng Wang, Sucheng Ren, Tiezheng Zhang, Predrag Neskovic, Anand Bhattad, Cihang Xie, Alan L. Yuille
2026 J jnl
WorldEdit: Towards Open-World Image Editing with a Knowledge-Informed Benchmark.
CoRR
Wang Lin, Feng Wang, Majun Zhang, Wentao Hu, Tao Jin, Zhou Zhao, Fei Wu, Jingyuan Chen, Alan L. Yuille, Sucheng Ren
2025 J jnl
ARVideo: Autoregressive Pretraining for Self-Supervised Video Representation Learning.
Trans. Mach. Learn. Res.
Sucheng Ren, Hongru Zhu, Chen Wei, Yijiang Li, Alan L. Yuille, Cihang Xie
2025 A* conf
Adventurer: Optimizing Vision Mamba Architecture Designs for Efficiency.
CVPR
Feng Wang, Timing Yang, Yaodong Yu, Sucheng Ren, Guoyizhe Wei, Angtian Wang, Wei Shao, Yuyin Zhou, Alan L. Yuille, Cihang Xie
2025 A* conf
Autoregressive Pretraining with Mamba in Vision.
ICLR
Sucheng Ren, Xianhang Li, Haoqin Tu, Feng Wang, Fangxun Shu, Lei Zhang, Jieru Mei, Linjie Yang, Peng Wang, Heng Wang, Alan L. Yuille, Cihang Xie
2025 J jnl
Autoregressive Video Generation beyond Next Frames Prediction.
CoRR
Sucheng Ren, Chen Chen, Zhenbang Wang, Liangchen Song, Xiangxin Zhu, Alan L. Yuille, Yinfei Yang, Jiasen Lu
2025 J jnl
Beyond Next-Token: Next-X Prediction for Autoregressive Visual Generation.
CoRR
Sucheng Ren, Qihang Yu, Ju He, Xiaohui Shen, Alan L. Yuille, Liang-Chieh Chen
2025 A conf
DeepMIM: Deep Supervision for Masked Image Modeling.
WACV
Sucheng Ren, Fangyun Wei, Samuel Albanie, Zheng Zhang, Han Hu
2025 A* conf
FlowAR: Scale-wise Autoregressive Image Generation Meets Flow Matching.
ICML
Sucheng Ren, Qihang Yu, Ju He, Xiaohui Shen, Alan L. Yuille, Liang-Chieh Chen
2025 J jnl
Grouping First, Attending Smartly: Training-Free Acceleration for Diffusion Transformers.
CoRR
Sucheng Ren, Qihang Yu, Ju He, Alan L. Yuille, Liang-Chieh Chen
2025 J jnl
HResFormer: Hybrid Residual Transformer for Volumetric Medical Image Segmentation.
IEEE Trans. Neural Networks Learn. Syst.
Sucheng Ren, Xiaomeng Li
2025 A* conf
Mamba-Reg: Vision Mamba Also Needs Registers.
CVPR
Feng Wang, Jiahao Wang, Sucheng Ren, Guoyizhe Wei, Jieru Mei, Wei Shao, Yuyin Zhou, Alan L. Yuille, Cihang Xie
2025 J jnl
ViMix-14M: A Curated Multi-Source Video-Text Dataset with Long-Form, High-Quality Captions and Crawl-Free Access.
CoRR
Timing Yang, Sucheng Ren, Alan L. Yuille, Feng Wang
2025 A* conf
What If We Recaption Billions of Web Images with LLaMA-3?
ICML
Xianhang Li, Haoqin Tu, Mude Hui, Zeyu Wang, Bingchen Zhao, Junfei Xiao, Sucheng Ren, Jieru Mei, Qing Liu, Huangjie Zheng, Yuyin Zhou, Cihang Xie
2024 J jnl
ARVideo: Autoregressive Pretraining for Self-Supervised Video Representation Learning.
CoRR
Sucheng Ren, Hongru Zhu, Chen Wei, Yijiang Li, Alan L. Yuille, Cihang Xie
2024 J jnl
Autoregressive Pretraining with Mamba in Vision.
CoRR
Sucheng Ren, Xianhang Li, Haoqin Tu, Feng Wang, Fangxun Shu, Lei Zhang, Jieru Mei, Linjie Yang, Peng Wang, Heng Wang, Alan L. Yuille, Cihang Xie
2024 J jnl
Beyond Finite Data: Towards Data-free Out-of-distribution Generalization via Extrapolation.
CoRR
Yijiang Li, Sucheng Ren, Weipeng Deng, Yuzhi Xu, Ying Gao, Edith C. H. Ngai, Haohan Wang
2024 J jnl
Causal Image Modeling for Efficient Visual Understanding.
CoRR
Feng Wang, Timing Yang, Yaodong Yu, Sucheng Ren, Guoyizhe Wei, Angtian Wang, Wei Shao, Yuyin Zhou, Alan L. Yuille, Cihang Xie
2024 J jnl
FlowAR: Scale-wise Autoregressive Image Generation Meets Flow Matching.
CoRR
Sucheng Ren, Qihang Yu, Ju He, Xiaohui Shen, Alan L. Yuille, Liang-Chieh Chen
2024 A conf
Glance to Count: Learning to Rank with Anchors for Weakly-supervised Crowd Counting.
WACV
Zheng Xiong, Liangyu Chai, Wenxi Liu, Yongtuo Liu, Sucheng Ren, Shengfeng He
2024 J jnl
HResFormer: Hybrid Residual Transformer for Volumetric Medical Image Segmentation.
CoRR
Sucheng Ren, Xiaomeng Li
2024 J jnl
M-VAR: Decoupled Scale-wise Autoregressive Modeling for High-Quality Image Generation.
CoRR
Sucheng Ren, Yaodong Yu, Nataniel Ruiz, Feng Wang, Alan L. Yuille, Cihang Xie
2024 J jnl
Mamba-R: Vision Mamba ALSO Needs Registers.
CoRR
Feng Wang, Jiahao Wang, Sucheng Ren, Guoyizhe Wei, Jieru Mei, Wei Shao, Yuyin Zhou, Alan L. Yuille, Cihang Xie
2024 J jnl
Medical Vision Generalist: Unifying Medical Imaging Tasks in Context.
CoRR
Sucheng Ren, Xiaoke Huang, Xianhang Li, Junfei Xiao, Jieru Mei, Zeyu Wang, Alan L. Yuille, Yuyin Zhou
2024 A* conf
Rejuvenating image-GPT as Strong Visual Representation Learners.
ICML
Sucheng Ren, Zeyu Wang, Hongru Zhu, Junfei Xiao, Alan L. Yuille, Cihang Xie
2024 J jnl
Unifying Global-Local Representations in Salient Object Detection With Transformers.
IEEE Trans. Emerg. Top. Comput. Intell.
Sucheng Ren, Nanxuan Zhao, Qiang Wen, Guoqiang Han, Shengfeng He
2024 J jnl
What If We Recaption Billions of Web Images with LLaMA-3?
CoRR
Xianhang Li, Haoqin Tu, Mude Hui, Zeyu Wang, Bingchen Zhao, Junfei Xiao, Sucheng Ren, Jieru Mei, Qing Liu, Huangjie Zheng, Yuyin Zhou, Cihang Xie
2023 J jnl
Compress & Align: Curating Image-Text Data with Human Knowledge.
CoRR
Lei Zhang, Fangxun Shu, Sucheng Ren, Bingchen Zhao, Hao Jiang, Cihang Xie
2023 J jnl
DeepMIM: Deep Supervision for Masked Image Modeling.
CoRR
Sucheng Ren, Fangyun Wei, Samuel Albanie, Zheng Zhang, Han Hu
2023 J jnl
Edge Distraction-aware Salient Object Detection.
IEEE Multim.
Sucheng Ren, Wenxi Liu, Jianbo Jiao, Guoqiang Han, Shengfeng He
2023 A conf
Fine-grained Domain Adaptive Crowd Counting via Point-derived Segmentation.
ICME
Yongtuo Liu, Dan Xu, Sucheng Ren, Hanjie Wu, Hongmin Cai, Shengfeng He
2023 A* conf
NPF-200: A Multi-Modal Eye Fixation Dataset and Method for Non-Photorealistic Videos.
ACM Multimedia
Ziyu Yang, Sucheng Ren, Zongwei Wu, Nanxuan Zhao, Junle Wang, Jing Qin, Shengfeng He
2023 J jnl
NPF-200: A Multi-Modal Eye Fixation Dataset and Method for Non-Photorealistic Videos.
CoRR
Ziyu Yang, Sucheng Ren, Zongwei Wu, Nanxuan Zhao, Junle Wang, Jing Qin, Shengfeng He
2023 J jnl
Reducing Spatial Labeling Redundancy for Active Semi-Supervised Crowd Counting.
IEEE Trans. Pattern Anal. Mach. Intell.
Yongtuo Liu, Sucheng Ren, Liangyu Chai, Hanjie Wu, Dan Xu, Jing Qin, Shengfeng He
2023 J jnl
Rejuvenating image-GPT as Strong Visual Representation Learners.
CoRR
Sucheng Ren, Zeyu Wang, Hongru Zhu, Junfei Xiao, Alan L. Yuille, Cihang Xie
2023 A* conf
SG-Former: Self-guided Transformer with Evolving Token Reallocation.
ICCV
Sucheng Ren, Xingyi Yang, Songhua Liu, Xinchao Wang
2023 J jnl
SG-Former: Self-guided Transformer with Evolving Token Reallocation.
CoRR
Sucheng Ren, Xingyi Yang, Songhua Liu, Xinchao Wang
2023 A* conf
Self-supervision through Random Segments with Autoregressive Coding (RandSAC).
ICLR
Tianyu Hua, Yonglong Tian, Sucheng Ren, Michalis Raptis, Hang Zhao, Leonid Sigal
2023 A* conf
The Modality Focusing Hypothesis: Towards Understanding Crossmodal Knowledge Distillation.
ICLR
Zihui Xue, Zhengqi Gao, Sucheng Ren, Hang Zhao
2023 A* conf
TinyMIM: An Empirical Study of Distilling MIM Pre-trained Models.
CVPR
Sucheng Ren, Fangyun Wei, Zheng Zhang, Han Hu
2023 J jnl
TinyMIM: An Empirical Study of Distilling MIM Pre-trained Models.
CoRR
Sucheng Ren, Fangyun Wei, Zheng Zhang, Han Hu
2022 A* conf
A Simple Data Mixing Prior for Improving Self-Supervised Learning.
CVPR
Sucheng Ren, Huiyu Wang, Zhengqi Gao, Shengfeng He, Alan L. Yuille, Yuyin Zhou, Cihang Xie
2022 J jnl
A Simple Data Mixing Prior for Improving Self-Supervised Learning.
CoRR
Sucheng Ren, Huiyu Wang, Zhengqi Gao, Shengfeng He, Alan L. Yuille, Yuyin Zhou, Cihang Xie
2022 A* conf
Co-advise: Cross Inductive Bias Distillation.
CVPR
Sucheng Ren, Zhengqi Gao, Tianyu Hua, Zihui Xue, Yonglong Tian, Shengfeng He, Hang Zhao
2022 — conf
DynaST: Dynamic Sparse Transformer for Exemplar-Guided Image Generation.
ECCV (16)
Songhua Liu, Jingwen Ye, Sucheng Ren, Xinchao Wang
2022 J jnl
DynaST: Dynamic Sparse Transformer for Exemplar-Guided Image Generation.
CoRR
Songhua Liu, Jingwen Ye, Sucheng Ren, Xinchao Wang
2022 J jnl
Glance to Count: Learning to Rank with Anchors for Weakly-supervised Crowd Counting.
CoRR
Zheng Xiong, Liangyu Chai, Wenxi Liu, Yongtuo Liu, Sucheng Ren, Shengfeng He
2022 — conf
Learning from Multiple Annotator Noisy Labels via Sample-Wise Label Fusion.
ECCV (24)
Zhengqi Gao, Fan-Keng Sun, Mingran Yang, Sucheng Ren, Zikai Xiong, Marc Engeler, Antonio Burazer, Linda Wildling, Luca Daniel, Duane S. Boning
2022 J jnl
Learning from Multiple Annotator Noisy Labels via Sample-wise Label Fusion.
CoRR
Zhengqi Gao, Fan-Keng Sun, Mingran Yang, Sucheng Ren, Zikai Xiong, Marc Engeler, Antonio Burazer, Linda Wildling, Luca Daniel, Duane S. Boning
2022 J jnl
Self-supervision through Random Segments with Autoregressive Coding (RandSAC).
CoRR
Tianyu Hua, Yonglong Tian, Sucheng Ren, Hang Zhao, Leonid Sigal
2022 A* conf
Shunted Self-Attention via Multi-Scale Token Aggregation.
CVPR
Sucheng Ren, Daquan Zhou, Shengfeng He, Jiashi Feng, Xinchao Wang
2022 J jnl
The Modality Focusing Hypothesis: On the Blink of Multimodal Knowledge Distillation.
CoRR
Zihui Xue, Zhengqi Gao, Sucheng Ren, Hang Zhao
2022 J jnl
Training-Free Robust Multimodal Learning via Sample-Wise Jacobian Regularization.
CoRR
Zhengqi Gao, Sucheng Ren, Zihui Xue, Siting Li, Hang Zhao
2021 J jnl
Co-advise: Cross Inductive Bias Distillation.
CoRR
Sucheng Ren, Zhengqi Gao, Tianyu Hua, Zihui Xue, Yonglong Tian, Shengfeng He, Hang Zhao
2021 A* conf
Delving Deep Into Many-to-Many Attention for Few-Shot Video Object Segmentation.
CVPR
Haoxin Chen, Hanjie Wu, Nanxuan Zhao, Sucheng Ren, Shengfeng He
2021 J jnl
Fine-grained Domain Adaptive Crowd Counting via Point-derived Segmentation.
CoRR
Yongtuo Liu, Dan Xu, Sucheng Ren, Hanjie Wu, Hongmin Cai, Shengfeng He
2021 A* conf
Learning From the Master: Distilling Cross-Modal Advanced Knowledge for Lip Reading.
CVPR
Sucheng Ren, Yong Du, Jianming Lv, Guoqiang Han, Shengfeng He
2021 A* conf
Multimodal Knowledge Expansion.
ICCV
Zihui Xue, Sucheng Ren, Zhengqi Gao, Hang Zhao
2021 J jnl
Multimodal Knowledge Expansion.
CoRR
Zihui Xue, Sucheng Ren, Zhengqi Gao, Hang Zhao
2021 A* conf
On Feature Decorrelation in Self-Supervised Learning.
ICCV
Tianyu Hua, Wenxiao Wang, Zihui Xue, Sucheng Ren, Yue Wang, Hang Zhao
2021 J jnl
On Feature Decorrelation in Self-Supervised Learning.
CoRR
Tianyu Hua, Wenxiao Wang, Zihui Xue, Yue Wang, Sucheng Ren, Hang Zhao
2021 A* conf
Reciprocal Transformations for Unsupervised Video Object Segmentation.
CVPR
Sucheng Ren, Wenxi Liu, Yongtuo Liu, Haoxin Chen, Guoqiang Han, Shengfeng He
2021 J jnl
Reducing Spatial Labeling Redundancy for Semi-supervised Crowd Counting.
CoRR
Yongtuo Liu, Sucheng Ren, Liangyu Chai, Hanjie Wu, Jing Qin, Dan Xu, Shengfeng He
2021 J jnl
Shunted Self-Attention via Multi-Scale Token Aggregation.
CoRR
Sucheng Ren, Daquan Zhou, Shengfeng He, Jiashi Feng, Xinchao Wang
2021 J jnl
Unifying Global-Local Representations in Salient Object Detection with Transformer.
CoRR
Sucheng Ren, Qiang Wen, Nanxuan Zhao, Guoqiang Han, Shengfeng He
2020 — conf
TENet: Triple Excitation Network for Video Salient Object Detection.
ECCV (5)
Sucheng Ren, Chu Han, Xin Yang, Guoqiang Han, Shengfeng He
2020 J jnl
TENet: Triple Excitation Network for Video Salient Object Detection.
CoRR
Sucheng Ren, Chu Han, Xin Yang, Guoqiang Han, Shengfeng He