Data Distillation: Towards Omni-Supervised Learning

12 December 2017

Piotr Dollár

Papers citing "Data Distillation: Towards Omni-Supervised Learning"

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Title
Pseudo-Label Quality Decoupling and Correction for Semi-Supervised Instance Segmentation Jianghang Lin Yilin Lu Yunhang Shen Chaoyang Zhu Shengchuan Zhang Liujuan Cao Rongrong Ji ISeg 26 0 0 16 May 2025
MimicGait: A Model Agnostic approach for Occluded Gait Recognition using Correlational Knowledge Distillation Ayush Gupta Rama Chellappa CVBM 43 0 0 28 Jan 2025
Efficient Low-Resolution Face Recognition via Bridge Distillation Shiming Ge Shengwei Zhao Chenyu Li Yu Zhang Jia Li CVBM 30 56 0 18 Sep 2024
Blurry-Consistency Segmentation Framework with Selective Stacking on Differential Interference Contrast 3D Breast Cancer Spheroid Thanh-Huy Nguyen Thi Kim Ngan Ngo Mai-Anh Vu Ting-Yuan Tu 38 8 0 08 Jun 2024
Semi-Supervised Unconstrained Head Pose Estimation in the Wild Huayi Zhou Fei Jiang Hongtao Lu Yong Rui Hongtao Lu Kui Jia 58 0 0 03 Apr 2024
Boosting Semi-Supervised 2D Human Pose Estimation by Revisiting Data Augmentation and Consistency Training Huayi Zhou Mukun Luo Fei Jiang Yue Ding Hongtao Lu Kui Jia 46 0 0 18 Feb 2024
Test-Time Training on Video Streams Renhao Wang Yu Sun Yossi Gandelsman Xinlei Chen Alexei A. Efros Alexei A. Efros Xiaolong Wang TTA ViT 3DGS 41 16 0 11 Jul 2023
Lion: Adversarial Distillation of Proprietary Large Language Models Yuxin Jiang Chunkit Chan Mingyang Chen Wei Wang ALM 28 23 0 22 May 2023
Dataset Distillation: A Comprehensive Review Ruonan Yu Songhua Liu Xinchao Wang DD 53 121 0 17 Jan 2023
Tracking Passengers and Baggage Items using Multiple Overhead Cameras at Security Checkpoints Abubakar Siddique Henry Medeiros 32 5 0 31 Dec 2022
360-MLC: Multi-view Layout Consistency for Self-training and Hyper-parameter Tuning Bolivar Solarte Chin-Hsuan Wu Yueh-Cheng Liu Yi-Hsuan Tsai Min Sun 3DV 42 5 0 24 Oct 2022
Semi-Supervised and Unsupervised Deep Visual Learning: A Survey Yanbei Chen Massimiliano Mancini Xiatian Zhu Zeynep Akata 45 113 0 24 Aug 2022
Active Learning Strategies for Weakly-supervised Object Detection Huy V. Vo Oriane Siméoni Spyros Gidaris Andrei Bursuc Patrick Pérez Jean Ponce 41 19 0 25 Jul 2022
Teach me how to Interpolate a Myriad of Embeddings Shashanka Venkataramanan Ewa Kijak Laurent Amsaleg Yannis Avrithis 43 2 0 29 Jun 2022
Dynamic Supervisor for Cross-dataset Object Detection Ze Chen Zhihang Fu Jianqiang Huang Mingyuan Tao Sheng-Gang Li Rongxin Jiang Xiang Tian Yao-wu Chen Xiansheng Hua 28 0 0 01 Apr 2022
Noisy Boundaries: Lemon or Lemonade for Semi-supervised Instance Segmentation? Zhenyu Wang Yali Li Shengjin Wang ISeg 16 29 0 25 Mar 2022
The Augmented Image Prior: Distilling 1000 Classes by Extrapolating from a Single Image Yuki M. Asano Aaqib Saeed 43 7 0 01 Dec 2021
Adaptive Distillation: Aggregating Knowledge from Multiple Paths for Efficient Distillation Sumanth Chennupati Mohammad Mahdi Kamani Zhongwei Cheng Lin Chen 26 4 0 19 Oct 2021
X-model: Improving Data Efficiency in Deep Learning with A Minimax Model Ximei Wang Xinyang Chen Jianmin Wang Mingsheng Long 32 1 0 09 Oct 2021
Challenges for machine learning in clinical translation of big data imaging studies Nicola K. Dinsdale Emma Bluemke V. Sundaresan M. Jenkinson Stephen Smith Ana I. L. Namburete AI4CE 32 41 0 07 Jul 2021
Humble Teachers Teach Better Students for Semi-Supervised Object Detection Yihe Tang Weifeng Chen Yijun Luo Yuting Zhang 36 177 0 19 Jun 2021
End-to-End Semi-Supervised Object Detection with Soft Teacher Mengde Xu Zheng-Wei Zhang Han Hu Jianfeng Wang Lijuan Wang Fangyun Wei X. Bai Zicheng Liu 28 489 0 16 Jun 2021
Semi-Supervised 3D Hand-Object Poses Estimation with Interactions in Time Shao-Wei Liu Hanwen Jiang Jiarui Xu Sifei Liu Xiaolong Wang 3DH 35 160 0 09 Jun 2021
Safety Enhancement for Deep Reinforcement Learning in Autonomous Separation Assurance Wei Guo Marc Brittain Peng Wei 26 18 0 05 May 2021
The Pursuit of Knowledge: Discovering and Localizing Novel Categories using Dual Memory Sai Saketh Rambhatla Ramalingam Chellappa Abhinav Shrivastava 25 17 0 04 May 2021
Track, Check, Repeat: An EM Approach to Unsupervised Tracking Adam W. Harley Yiming Zuo Jing Wen Ayush Mangal Shubhankar Potdar Ritwick Chaudhry Katerina Fragkiadaki 28 9 0 07 Apr 2021
SIMPLE: SIngle-network with Mimicking and Point Learning for Bottom-up Human Pose Estimation Jiabin Zhang Zheng Zhu Jiwen Lu Junjie Huang Guan Huang Jie Zhou 3DH 26 13 0 06 Apr 2021
The GIST and RIST of Iterative Self-Training for Semi-Supervised Segmentation Eu Wern Teh Terrance Devries Brendan Duke R. Jiang P. Aarabi Graham W. Taylor VLM 39 8 0 31 Mar 2021
Instant-Teaching: An End-to-End Semi-Supervised Object Detection Framework Qiang-feng Zhou Chaohui Yu Zhibin Wang Qi Qian Hao Li ObjD 24 195 0 21 Mar 2021
Capturing Omni-Range Context for Omnidirectional Segmentation Kailun Yang Jiaming Zhang Simon Reiß Xinxin Hu Rainer Stiefelhagen 24 71 0 09 Mar 2021
WebFace260M: A Benchmark Unveiling the Power of Million-Scale Deep Face Recognition Zheng Zhu Guan Huang Jiankang Deng Yun Ye Junjie Huang ... Jiagang Zhu Tian Yang Jiwen Lu Dalong Du Jie Zhou CVBM 35 248 0 06 Mar 2021
Pseudo-labeling for Scalable 3D Object Detection Benjamin Caine Rebecca Roelofs Vijay Vasudevan Jiquan Ngiam Yuning Chai Z. Chen Jonathon Shlens 34 41 0 02 Mar 2021
Coded Machine Unlearning Nasser Aldaghri Hessam Mahdavifar Ahmad Beirami MIACV 19 37 0 31 Dec 2020
Reconstructing Hand-Object Interactions in the Wild Zhe Cao Ilija Radosavovic Angjoo Kanazawa Jitendra Malik 3DH 13 146 0 17 Dec 2020
Simple Copy-Paste is a Strong Data Augmentation Method for Instance Segmentation Golnaz Ghiasi Huayu Chen A. Srinivas Rui Qian Nayeon Lee E. D. Cubuk Quoc V. Le Barret Zoph ISeg 252 969 0 13 Dec 2020
MiniVLM: A Smaller and Faster Vision-Language Model Jianfeng Wang Xiaowei Hu Pengchuan Zhang Xiujun Li Lijuan Wang L. Zhang Jianfeng Gao Zicheng Liu VLM MLLM 35 59 0 13 Dec 2020
Unsupervised Object Detection with LiDAR Clues Haofei Tian Yuntao Chen Jifeng Dai Zhaoxiang Zhang Xizhou Zhu 3DPC 33 28 0 25 Nov 2020
UFO $^2$ : A Unified Framework towards Omni-supervised Object Detection Zhongzheng Ren Zhiding Yu Xiaodong Yang Xuan Li A. Schwing Jan Kautz ObjD 198 35 0 21 Oct 2020
Learning from Multiple Datasets with Heterogeneous and Partial Labels for Universal Lesion Detection in CT K. Yan Jinzheng Cai Youjing Zheng Adam P. Harrison D. Jin Youbao Tang Yuxing Tang Lingyun Huang Jing Xiao Le Lu 42 84 0 05 Sep 2020
Quality-aware semi-supervised learning for CMR segmentation B. Ruijsink Esther Puyol-Antón Ye Li Wenjia Bai E. Kerfoot Reza Razavi A. King 13 11 0 01 Sep 2020
Noisy Student Training using Body Language Dataset Improves Facial Expression Recognition Vikas Kumar Shivansh Rao Li Yu CVBM NoLa 31 31 0 06 Aug 2020
Temporal Self-Ensembling Teacher for Semi-Supervised Object Detection Cong Chen Shouyang Dong Ye Tian K. Cao Li Liu Yuanhao Guo 28 28 0 13 Jul 2020
Self-supervised Knowledge Distillation for Few-shot Learning Jathushan Rajasegaran Salman Khan Munawar Hayat F. Khan M. Shah SSL 31 91 0 17 Jun 2020
Rethinking Pre-training and Self-training Barret Zoph Golnaz Ghiasi Nayeon Lee Huayu Chen Hanxiao Liu E. D. Cubuk Quoc V. Le SSeg 48 645 0 11 Jun 2020
Knowledge Distillation: A Survey Jianping Gou B. Yu Stephen J. Maybank Dacheng Tao VLM 19 2,843 0 09 Jun 2020
Universal Lesion Detection by Learning from Multiple Heterogeneously Labeled Datasets K. Yan Jinzheng Cai Adam P. Harrison D. Jin Jing Xiao Le Lu 18 17 0 28 May 2020
Naive-Student: Leveraging Semi-Supervised Learning in Video Sequences for Urban Scene Segmentation Liang-Chieh Chen Raphael Gontijo-Lopes Bowen Cheng Maxwell D. Collins E. D. Cubuk Barret Zoph Hartwig Adam Jonathon Shlens 28 76 0 20 May 2020
Omni-supervised Facial Expression Recognition via Distilled Data Ping Liu Yunchao Wei Zibo Meng Weihong Deng Qiufeng Wang Yi Yang 25 1 0 18 May 2020
A Simple Semi-Supervised Learning Framework for Object Detection Kihyuk Sohn Zizhao Zhang Chun-Liang Li Han Zhang Chen-Yu Lee Tomas Pfister 38 493 0 10 May 2020
Weakly Supervised Semantic Point Cloud Segmentation:Towards 10X Fewer Labels Xun Xu Gim Hee Lee 3DPC 14 93 0 08 Apr 2020