Byeongho Heo
- A Comprehensive Overhaul of Feature Distillation
2019/04/03 by Byeongho Heo, Jeesoo Kim, Heo, Byeongho +9 · 32 citations
Computer Science · #Advanced Neural Network Applications #Advanced Image and Video Retrieval Techniques #Domain Adaptation and Few-Shot Learning
- Rethinking Spatial Dimensions of Vision Transformers
2021/03/30 by Byeongho Heo, Sangdoo Yun, Heo, Byeongho +9 · 28 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 #Multimodal Machine Learning Applications
- Knowledge Transfer via Distillation of Activation Boundaries Formed by Hidden Neurons
2018/11/08 by Byeongho Heo, Heo, Byeongho, Minsik Lee +5 · 13 citations
Computer Science · Engineering · #Neural Networks and Applications #Advanced Neural Network Applications #Non-Destructive Testing Techniques
- What Do Self-Supervised Vision Transformers Learn?
2023/05/01 by Namuk Park, Wonjae Kim, Park, Namuk +7 · 14 citations
Computer Science · #Domain Adaptation and Few-Shot Learning #Advanced Image and Video Retrieval Techniques #Image Retrieval and Classification Techniques
- The Majority Can Help The Minority: Context-rich Minority Oversampling for Long-tailed Classification
2021/12/01 by Seulki Park, Park, Seulki, Youngkyu Hong +7 · 10 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 #Imbalanced Data Classification Techniques
- Rethinking Channel Dimensions for Efficient Model Design
2020/07/02 by Dongyoon Han, Han, Dongyoon, Sangdoo Yun +5 · 6 citations
Computer Science · #Advanced Image and Video Retrieval Techniques #Advanced Neural Network Applications #Computer Vision and Pattern Recognition (cs.CV) #Domain Adaptation and Few-Shot Learning #FOS: Computer and information sciences
- Re-labeling ImageNet: from Single to Multi-Labels, from Global to Localized Labels
2021/01/13 by Sangdoo Yun, Yun, Sangdoo, Seong Joon Oh +9 · 6 citations
Computer Science · #Advanced Neural Network Applications #Computer Vision and Pattern Recognition (cs.CV) #Domain Adaptation and Few-Shot Learning #FOS: Computer and information sciences #Machine Learning and Data Classification
- VideoMix: Rethinking Data Augmentation for Video Classification
2020/12/07 by Sangdoo Yun, Seong Joon Oh, Yun, Sangdoo +7 · 5 citations
Computer Science · Medicine · #Anomaly Detection Techniques and Applications #Computer Vision and Pattern Recognition (cs.CV) #Diabetic Foot Ulcer Assessment and Management #FOS: Computer and information sciences #Human Pose and Action Recognition
- Scratching Visual Transformer's Back with Uniform Attention
2022/10/16 by Nam Hyeon-Woo, Hyeon-Woo, Nam, Kim Yu-Ji +9 · 5 citations
Computer Science · Engineering · Neuroscience · #Artificial Intelligence (cs.AI) #CCD and CMOS Imaging Sensors #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Visual Attention and Saliency Detection #Visual perception and processing mechanisms
- Improving Ensemble Distillation With Weight Averaging and Diversifying Perturbation
2022/06/30 by Giung Nam, Nam, Giung, Hyungi Lee +5 · 1 citation
Computer Science · #Advanced Neural Network Applications #Adversarial Robustness in Machine Learning #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning and Data Classification
- Group Generalized Mean Pooling for Vision Transformer
2022/12/08 by Byungsoo Ko, Ko, Byungsoo, Han‐Gyu Kim +11 · 1 citation
Computer Science · #Advanced Image and Video Retrieval Techniques #Advanced Neural Network Applications #Computer Vision and Pattern Recognition (cs.CV) #Domain Adaptation and Few-Shot Learning #FOS: Computer and information sciences
- MaskRIS: Semantic Distortion-aware Data Augmentation for Referring Image Segmentation
2024/11/28 by Minhyun Lee, Lee, Minhyun, Seungho Lee +9 · 1 citation
Computer Science · #AI in cancer detection #Multimodal Machine Learning Applications #Advanced Image and Video Retrieval Techniques
- On-Policy Delta Distillation
2026/07/16 by Byeongho Heo, Jaehui Hwang, Sangdoo Yun +1 · 1 voice
#cs.LG #cs.CL