Knowledge Adaptation for Efficient Semantic Segmentation

12 March 2019

Chunhua Shen

Youliang Yan

Papers citing "Knowledge Adaptation for Efficient Semantic Segmentation"

50 / 124 papers shown

Title
CasPoinTr: Point Cloud Completion with Cascaded Networks and Knowledge Distillation Yifan Yang Yuxiang Yan Boda Liu Jian Pu 3DPC 68 0 0 27 Sep 2025
A Coarse-to-Fine Human Pose Estimation Method based on Two-stage Distillation and Progressive Graph Neural Network Zhangjian Ji Wenjin Zhang Shaotong Qiao K. Feng Yuhua Qian 3DH 101 0 0 15 Aug 2025
AME: Aligned Manifold Entropy for Robust Vision-Language Distillation Guiming Cao Yuming Ou AAML VLM 155 2 0 12 Aug 2025
CoMAD: A Multiple-Teacher Self-Supervised Distillation Framework Sriram Mandalika Lalitha V MoE VLM 118 0 0 06 Aug 2025
DUDA: Distilled Unsupervised Domain Adaptation for Lightweight Semantic Segmentation Beomseok Kang Niluthpol Chowdhury Mithun Abhinav Rajvanshi Han-Pang Chiu S. Samarasekera 295 1 0 14 Apr 2025
Distilling Knowledge from Heterogeneous Architectures for Semantic SegmentationAAAI Conference on Artificial Intelligence (AAAI), 2025 Yuanmin Huang Kai Hu Yuhui Zhang Z. Chen Xieping Gao 201 0 0 10 Apr 2025
S^4M: Boosting Semi-Supervised Instance Segmentation with SAM Heeji Yoon Heeseong Shin Eunbeen Hong Hyunwook Choi Hansang Cho Daun Jeong Seungryong Kim 189 1 0 07 Apr 2025
Cross-Modal and Uncertainty-Aware Agglomeration for Open-Vocabulary 3D Scene UnderstandingComputer Vision and Pattern Recognition (CVPR), 2025 Jinlong Li Cristiano Saltori Fabio Poiesi Andrii Zadaianchuk 1.0K 7 0 20 Mar 2025
I2CKD : Intra- and Inter-Class Knowledge Distillation for Semantic Segmentation Ayoub Karine Thibault Napoléon M. Jridi VLM 410 2 0 24 Feb 2025
LiRCDepth: Lightweight Radar-Camera Depth Estimation via Knowledge Distillation and Uncertainty GuidanceIEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP), 2024 Huawei Sun Nastassia Vysotskaya Tobias Sukianto Hao Feng Julius Ott Xiangyuan Peng Lorenzo Servadei Robert Wille 307 3 0 20 Dec 2024
Event USKT : U-State Space Model in Knowledge Transfer for Event Cameras Yuhui Lin Jiahao Zhang Siyuan Li Jimin Xiao Ding Xu Wenjun Wu Jiaxuan Lu 238 2 0 22 Nov 2024
GoodSAM++: Bridging Domain and Capacity Gaps via Segment Anything Model for Panoramic Semantic Segmentation Weiming Zhang Yexin Liu Xu Zheng Lin Wang VLM 506 8 0 17 Aug 2024
Make a Strong Teacher with Label Assistance: A Novel Knowledge Distillation Approach for Semantic Segmentation Shoumeng Qiu Jie Chen Xinrun Li Ru Wan Xiangyang Xue Jian Pu VLM 265 7 0 18 Jul 2024
Uplifting Range-View-based 3D Semantic Segmentation in Real-Time with Multi-Sensor Fusion Shiqi Tan H. Fazlali Yixuan Xu Y. Ren Bingbing Liu 3DPC 188 3 0 12 Jul 2024
AMD: Automatic Multi-step Distillation of Large-scale Vision Models Cheng Han Qifan Wang S. Dianat Majid Rabbani Raghuveer M. Rao Yi Fang Qiang Guan Lifu Huang Dongfang Liu VLM 179 12 0 05 Jul 2024
Improving Zero-shot Generalization of Learned Prompts via Unsupervised Knowledge Distillation Marco Mistretta Alberto Baldrati Marco Bertini Andrew D. Bagdanov VPVLM VLM 424 19 0 03 Jul 2024
LoReTrack: Efficient and Accurate Low-Resolution Transformer Tracking Shaohua Dong Yunhe Feng Qing Yang Lu Ma Heng Fan 292 5 0 27 May 2024
An Experimental Study on Exploring Strong Lightweight Vision Transformers via Masked Image Modeling Pre-Training Jin Gao Shubo Lin Shaoru Wang Yutong Kou Zeming Li Liang Li Congxuan Zhang Xiaoqin Zhang Yizheng Wang Weiming Hu 236 5 0 18 Apr 2024
Adaptive Affinity-Based Generalization For MRI Imaging Segmentation Across Resource-Limited Settings Eddardaa Ben Loussaief Mohammed Ayad Domenc Puig Hatem A. Rashwan 133 0 0 03 Apr 2024
GoodSAM: Bridging Domain and Capacity Gaps via Segment Anything Model for Distortion-aware Panoramic Semantic Segmentation Weiming Zhang Yexin Liu Xueye Zheng Lin Wang 213 22 0 25 Mar 2024
Weakly Supervised Change Detection via Knowledge Distillation and Multiscale Sigmoid Inference Binghao Lu Caiwen Ding Jinbo Bi Dongjin Song 149 6 0 09 Mar 2024
On the Road to Portability: Compressing End-to-End Motion Planner for Autonomous Driving Kaituo Feng Changsheng Li Dongchun Ren Ye Yuan Guoren Wang 287 14 0 02 Mar 2024
DMT: Comprehensive Distillation with Multiple Self-supervised Teachers Yuang Liu Jing Wang Qiang-feng Zhou Fan Wang Jun Wang Wei Zhang 116 1 0 19 Dec 2023
RdimKD: Generic Distillation Paradigm by Dimensionality Reduction Yi Guo Yiqian He Xiaoyang Li Haotong Qin Van Tung Pham Yang Zhang Shouda Liu 232 1 0 14 Dec 2023
KDAS: Knowledge Distillation via Attention Supervision Framework for Polyp SegmentationIEEE International Conference on Multimedia and Expo (ICME), 2023 Quoc-Huy Trinh Minh-Van Nguyen Phuoc-Thao Vo Thi 234 6 0 13 Dec 2023
Augmentation-Free Dense Contrastive Knowledge Distillation for Efficient Semantic Segmentation Jiawei Fan Chao Li Xiaolong Liu Meina Song Anbang Yao 185 10 0 07 Dec 2023
torchdistill Meets Hugging Face Libraries for Reproducible, Coding-Free Deep Learning Studies: A Case Study on NLP Yoshitomo Matsubara VLM 207 1 0 26 Oct 2023
Distilling Efficient Vision Transformers from CNNs for Semantic SegmentationPattern Recognition (Pattern Recogn.), 2023 Xueye Zheng Yunhao Luo Pengyuan Zhou Lin Wang 173 26 0 11 Oct 2023
Towards Dynamic and Small Objects Refinement for Unsupervised Domain Adaptative Nighttime Semantic SegmentationIEEE/RJS International Conference on Intelligent RObots and Systems (IROS), 2023 Jingyi Pan Sihang Li Yucheng Chen Jinjin Zhu Lin Wang 203 5 0 07 Oct 2023
MetaMath: Bootstrap Your Own Mathematical Questions for Large Language ModelsInternational Conference on Learning Representations (ICLR), 2023 L. Yu Weisen Jiang Han Shi Jincheng Yu Zhengying Liu Yu Zhang James T. Kwok Zheng Li Adrian Weller Weiyang Liu OSLM LRM 505 541 0 21 Sep 2023
Towards Comparable Knowledge Distillation in Semantic Image Segmentation Onno Niemann Christopher Vox Thorben Werner VLM 178 1 0 07 Sep 2023
R2S100K: Road-Region Segmentation Dataset For Semi-Supervised Autonomous Driving in the WildInternational Journal of Computer Vision (IJCV), 2023 M. A. Butt Hassan Ali Adnan Qayyum Waqas Sultani Ala I. Al-Fuqaha Junaid Qadir AI4TS 154 2 0 11 Aug 2023
AICSD: Adaptive Inter-Class Similarity Distillation for Semantic Segmentation Amir M. Mansourian Rozhan Ahmadi S. Kasaei 271 4 0 08 Aug 2023
A Good Student is Cooperative and Reliable: CNN-Transformer Collaborative Learning for Semantic SegmentationIEEE International Conference on Computer Vision (ICCV), 2023 Jinjing Zhu Yuan Luo Xueye Zheng Hao Wang Lin Wang 138 42 0 24 Jul 2023
Knowledge Diffusion for DistillationNeural Information Processing Systems (NeurIPS), 2023 Tao Huang Yuan Zhang Mingkai Zheng Shan You Fei Wang Chao Qian Chang Xu 251 8 0 25 May 2023
Structural and Statistical Texture Knowledge Distillation for Semantic SegmentationComputer Vision and Pattern Recognition (CVPR), 2022 Deyi Ji Haoran Wang Mingyuan Tao Jianqiang Huang Xiansheng Hua Hongtao Lu 423 76 0 06 May 2023
Smaller3d: Smaller Models for 3D Semantic Segmentation Using Minkowski Engine and Knowledge Distillation Methods Alen Adamyan Erik Harutyunyan 3DPC 155 3 0 04 May 2023
Multi-to-Single Knowledge Distillation for Point Cloud Semantic SegmentationIEEE International Conference on Robotics and Automation (ICRA), 2023 Shoumeng Qiu Feng Jiang Haiqiang Zhang Xiangyang Xue Jian Pu 3DPC 150 6 0 28 Apr 2023
Exploiting Unlabelled Photos for Stronger Fine-Grained SBIRComputer Vision and Pattern Recognition (CVPR), 2023 Aneeshan Sain A. Bhunia Subhadeep Koley Pinaki Nath Chowdhury Soumitri Chattopadhyay Tao Xiang Yi-Zhe Song 256 24 0 24 Mar 2023
Knowledge Distillation for Adaptive MRI Prostate Segmentation Based on Limit-Trained Multi-Teacher Models Eddardaa Ben Loussaief Hatem A. Rashwan Mohammed Ayad Mohammed Zakaria Hassan D. Puig 172 0 0 16 Mar 2023
Knowledge Distillation in Federated Edge Learning: A Survey Zhiyuan Wu Sheng Sun Yuwei Wang Min Liu Xue Jiang Runhan Li Bo Gao FedML 224 9 0 14 Jan 2023
OVO: One-shot Vision Transformer Search with Online distillation Zimian Wei H. Pan Xin-Yi Niu Dongsheng Li ViT 209 1 0 28 Dec 2022
Efficient Semantic Segmentation on Edge Devices Farshad Safavi Irfan Ali Venkatesh Dasari Guanqun Song Tinghe Zhu Maryam Rahnemoonfar SSeg 170 5 0 28 Dec 2022
BEV-LGKD: A Unified LiDAR-Guided Knowledge Distillation Framework for BEV 3D Object Detection Jianing Li Ming Lu Jiaming Liu Yandong Guo Li Du Shanghang Zhang 221 6 0 01 Dec 2022
Stare at What You See: Masked Image Modeling without ReconstructionComputer Vision and Pattern Recognition (CVPR), 2022 Hongwei Xue Shiyang Feng Hongyang Li Yu Qiao Hao Sun Houqiang Li Jiebo Luo 152 37 0 16 Nov 2022
Structured Knowledge Distillation Towards Efficient and Compact Multi-View 3D Detection Linfeng Zhang Yukang Shi Hung-Shuo Tai Zhipeng Zhang Yuan He Ke Wang Kaisheng Ma 216 4 0 14 Nov 2022
Hilbert Distillation for Cross-Dimensionality NetworksNeural Information Processing Systems (NeurIPS), 2022 Dian Qin Haishuai Wang Yanfeng Guo Hongjia Xu Sheng Zhou Jiajun Bu 162 6 0 08 Nov 2022
Respecting Transfer Gap in Knowledge DistillationNeural Information Processing Systems (NeurIPS), 2022 Yulei Niu Long Chen Chan Zhou Hanwang Zhang 194 27 0 23 Oct 2022
A Unified View of Masked Image Modeling Zhiliang Peng Li Dong Hangbo Bao QiXiang Ye Furu Wei VLM 222 42 0 19 Oct 2022
TriangleNet: Edge Prior Augmented Network for Semantic Segmentation through Cross-Task ConsistencyInternational Journal of Intelligent Systems (IJIS), 2022 Dan Zhang Rui Zheng Luosang Gadeng Pei Yang 519 2 0 11 Oct 2022