Ren, Sucheng
- What If We Recaption Billions of Web Images with LLaMA-3?
2024/06/12 by Xianhang Li, Xiangde Li, Li, Xianhang +22 · 2 voices · 17 citations
Computer Science · #Medical Image Segmentation Techniques #cs.CL #cs.CV
- On Feature Decorrelation in Self-Supervised Learning
2021/05/02 by Tianyu Hua, Hua, Tianyu, Wenxiao Wang +9 · 15 citations
Computer Science · #Anomaly Detection Techniques and Applications #Artificial Intelligence (cs.AI) #Computer Vision and Pattern Recognition (cs.CV) #Domain Adaptation and Few-Shot Learning #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Machine Learning and Data Classification
- Beyond Next-Token: Next-X Prediction for Autoregressive Visual Generation
2025/02/27 by Ren, Sucheng, Yu, Qihang, He, Ju +3 · 20 citations
#Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences
- FlowAR: Scale-wise Autoregressive Image Generation Meets Flow Matching
2024/12/19 by Ren, Sucheng, Yu, Qihang, He, Ju +3 · 16 citations
#Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences
- The Modality Focusing Hypothesis: Towards Understanding Crossmodal Knowledge Distillation
2022/06/13 by Zihui Xue, Xue, Zihui, Zhengqi Gao +5 · 6 citations
Computer Science · #Advanced Text Analysis Techniques #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Speech and dialogue systems #Topic Modeling
- Grouping First, Attending Smartly: Training-Free Acceleration for Diffusion Transformers
2025/05/20 by Sucheng Ren, Qihang Yu, Ren, Sucheng +8 · 1 voice · 5 citations
Computer Science · #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Neural Networks and Applications #cs.CV
- TENet: Triple Excitation Network for Video Salient Object Detection
2020/07/20 by Ren, Sucheng, Han, Chu, Yang, Xin +2 · 3 citations
#Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences
- Rejuvenating image-GPT as Strong Visual Representation Learners
2023/12/04 by Sucheng Ren, Zeyu Wang, Ren, Sucheng +9 · 4 citations
Computer Science · #Domain Adaptation and Few-Shot Learning #Multimodal Machine Learning Applications #Advanced Image and Video Retrieval Techniques
- M-VAR: Decoupled Scale-wise Autoregressive Modeling for High-Quality Image Generation
2024/11/15 by Sucheng Ren, Yaodong Yu, Ren, Sucheng +9 · 6 citations
Computer Science · #AI in cancer detection #Advanced Image and Video Retrieval Techniques #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Image Retrieval and Classification Techniques
- Multimodal Knowledge Expansion
2021/03/26 by Xue, Zihui, Ren, Sucheng, Gao, Zhengqi +1 · 2 citations
#Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Multimedia (cs.MM)
- Shunted Self-Attention via Multi-Scale Token Aggregation
2021/11/30 by Ren, Sucheng, Zhou, Daquan, He, Shengfeng +2 · 2 citations
#Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences
- Glance to Count: Learning to Rank with Anchors for Weakly-supervised Crowd Counting
2022/05/29 by Xiong, Zheng, Chai, Liangyu, Liu, Wenxi +3 · 2 citations
#Artificial Intelligence (cs.AI) #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences
- A Simple Data Mixing Prior for Improving Self-Supervised Learning
2022/06/15 by Sucheng Ren, Huiyu Wang, Ren, Sucheng +11 · 2 citations
Computer Science · Medicine · #COVID-19 diagnosis using AI #Computer Vision and Pattern Recognition (cs.CV) #Domain Adaptation and Few-Shot Learning #FOS: Computer and information sciences #Multimodal Machine Learning Applications
- SG-Former: Self-guided Transformer with Evolving Token Reallocation
2023/08/23 by Ren, Sucheng, Yang, Xingyi, Liu, Songhua +1 · 2 citations
#Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences
- Mamba-R: Vision Mamba ALSO Needs Registers
2024/05/23 by Wang Feng, Wang, Feng, Jiahao Wang +15 · 3 citations
Computer Science · #Advanced Image and Video Retrieval Techniques #Advanced Neural Network Applications #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Generative Adversarial Networks and Image Synthesis
- Co-advise: Cross Inductive Bias Distillation
2021/06/23 by Ren, Sucheng, Gao, Zhengqi, Hua, Tianyu +4 · 1 citation
#Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Machine Learning (cs.LG)
- TinyMIM: An Empirical Study of Distilling MIM Pre-trained Models
2023/01/03 by Sucheng Ren, Fangyun Wei, Ren, Sucheng +5 · 1 citation
Computer Science · #Advanced Image and Video Retrieval Techniques #Advanced Neural Network Applications #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Medical Image Segmentation Techniques
- Self-supervision through Random Segments with Autoregressive Coding (RandSAC)
2022/03/22 by Hua, Tianyu, Tian, Yonglong, Ren, Sucheng +3 · 1 citation
#Artificial Intelligence (cs.AI) #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences
- Autoregressive Pretraining with Mamba in Vision
2024/06/11 by Sucheng Ren, Ren, Sucheng, Xianhang Li +21 · 2 citations
Engineering · #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Spatial Cognition and Navigation
- DeepMIM: Deep Supervision for Masked Image Modeling
2023/03/15 by Ren, Sucheng, Wei, Fangyun, Albanie, Samuel +2 · 1 citation
#Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences
- Beyond Finite Data: Towards Data-free Out-of-distribution Generalization via Extrapolation
2024/03/08 by Li, Yijiang, Ren, Sucheng, Deng, Weipeng +4 · 1 citation
#Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences
- Medical Vision Generalist: Unifying Medical Imaging Tasks in Context
2024/06/08 by Sucheng Ren, Xiaoke Huang, Ren, Sucheng +13 · 1 citation
Medicine · #Radiology practices and education