Unsupervised Deep Learning by Neighbourhood Discovery

25 April 2019

Papers citing "Unsupervised Deep Learning by Neighbourhood Discovery"

50 / 96 papers shown

Title
What Has Been Overlooked in Contrastive Source-Free Domain Adaptation: Leveraging Source-Informed Latent Augmentation within Neighborhood Context Jing Wang Wonho Bae Jiahong Chen Kuangen Zhang Leonid Sigal C. D. Silva 115 1 0 18 Dec 2024
Words Matter: Leveraging Individual Text Embeddings for Code Generation in CLIP Test-Time Adaptation Shambhavi Mishra Julio Silva-Rodrıguez Ismail ben Ayed M. Pedersoli Jose Dolz VLM 82 1 0 26 Nov 2024
Diff3Dformer: Leveraging Slice Sequence Diffusion for Enhanced 3D CT Classification with Transformer Networks Zihao Jin Yingying Fang Jiahao Huang Caiwen Xu Simon Walsh Guang Yang MedIm 75 0 0 24 Jun 2024
Occam's Razor for Self Supervised Learning: What is Sufficient to Learn Good Representations? Mark Ibrahim David Klindt Randall Balestriero SSL 56 2 1 15 Jun 2024
SpGesture: Source-Free Domain-adaptive sEMG-based Gesture Recognition with Jaccard Attentive Spiking Neural Network Weiyu Guo Ying Sun Yijie Xu Ziyue Qiao Yongkui Yang Hui Xiong 42 3 0 23 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 47 1 0 18 Apr 2024
Piecewise-Linear Manifolds for Deep Metric Learning Shubhang Bhatnagar Narendra Ahuja 33 4 0 22 Mar 2024
Scalable Graph Self-Supervised Learning Ali Saheb Pasand Reza Moravej Mahdi Biparva Raika Karimi Ali Ghodsi SSL 19 0 0 14 Feb 2024
WERank: Towards Rank Degradation Prevention for Self-Supervised Learning Using Weight Regularization Ali Saheb Pasand Reza Moravej Mahdi Biparva Ali Ghodsi 42 2 0 14 Feb 2024
ExGRG: Explicitly-Generated Relation Graph for Self-Supervised Representation Learning Mahdi Naseri Mahdi Biparva SSL 29 0 0 09 Feb 2024
Beyond Prototypes: Semantic Anchor Regularization for Better Representation Learning Yanqi Ge Qiang Nie Ye Huang Yong-Jin Liu Chengjie Wang Feng Zheng Wen Li Lixin Duan CLL 22 8 0 19 Dec 2023
Contextually Affinitive Neighborhood Refinery for Deep Clustering Chunlin Yu Ye-ling Shi Jingya Wang 34 5 0 12 Dec 2023
The Counterattack of CNNs in Self-Supervised Learning: Larger Kernel Size might be All You Need Tianjin Huang Tianlong Chen Zhangyang Wang Shiwei Liu 32 1 0 09 Dec 2023
Guarding Barlow Twins Against Overfitting with Mixed Samples W. G. C. Bandara C. D. Melo Vishal M. Patel SSL 37 11 0 04 Dec 2023
CAPro: Webly Supervised Learning with Cross-Modality Aligned Prototypes Yulei Qin Xingyu Chen Yunhang Shen Chaoyou Fu Yun Gu Ke Li Xing Sun Rongrong Ji 36 3 0 15 Oct 2023
Cross-domain Robust Deepfake Bias Expansion Network for Face Forgery Detection Weihua Liu Lin Li Chaochao Lin Said Boumaraf CVBM 30 0 0 08 Oct 2023
Adapting Self-Supervised Representations to Multi-Domain Setups Neha Kalibhat Sam Sharpe Jeremy Goodsitt Bayan Bruss S. Feizi 34 0 0 07 Sep 2023
Dynamically Scaled Temperature in Self-Supervised Contrastive Learning Siladittya Manna Soumitri Chattopadhyay Rakesh Dey Saumik Bhattacharya Umapada Pal 30 1 0 02 Aug 2023
HomE: Homography-Equivariant Video Representation Learning Anirudh Sriram Adrien Gaidon Jiajun Wu Juan Carlos Niebles L. Fei-Fei Ehsan Adeli SSL AI4TS 25 2 0 02 Jun 2023
SUVR: A Search-based Approach to Unsupervised Visual Representation Learning Yizhan Xu Chih-Yao Chen Cheng Li SSL 23 1 0 24 May 2023
Self-Supervised Video Representation Learning via Latent Time Navigation Di Yang Yaohui Wang Quan Kong A. Dantcheva Lorenzo Garattoni Gianpiero Francesca F. Brémond SSL AI4TS 49 10 0 10 May 2023
Exploring the Limits of Deep Image Clustering using Pretrained Models Nikolas Adaloglou Félix D. P. Michels Hamza Kalisch M. Kollmann VLM 32 26 0 31 Mar 2023
Feature Separation and Recalibration for Adversarial Robustness Woo Jae Kim Y. Cho Junsik Jung Sung-eui Yoon AAML 41 18 0 24 Mar 2023
Unsupervised Learning on a DIET: Datum IndEx as Target Free of Self-Supervision, Reconstruction, Projector Head Randall Balestriero 38 3 0 20 Feb 2023
A Prototype-Oriented Clustering for Domain Shift with Source Privacy Korawat Tanwisuth Shujian Zhang Pengcheng He Mingyuan Zhou 29 3 0 08 Feb 2023
Bayesian Self-Supervised Contrastive Learning B. Liu Bang-wei Wang Tianrui Li SSL BDL 29 4 0 27 Jan 2023
Learning the Relation between Similarity Loss and Clustering Loss in Self-Supervised Learning Jidong Ge YuXiang Liu Jie Gui Lanting Fang Ming Lin James T. Kwok LiGuo Huang B. Luo SSL 19 5 0 08 Jan 2023
Reason from Context with Self-supervised Learning Xinyu Liu Ankur Sikarwar Gabriel Kreiman Zenglin Shi Mengmi Zhang ReLM LRM 32 1 0 23 Nov 2022
Beyond Instance Discrimination: Relation-aware Contrastive Self-supervised Learning Yifei Zhang Chang-rui Liu Yu Zhou Weiping Wang QiXiang Ye Xiangyang Ji SSL ISeg BDL 19 6 0 02 Nov 2022
Improving Image Clustering through Sample Ranking and Its Application to remote--sensing images Qing Li Guoping Qiu 48 2 0 26 Sep 2022
Semi-Supervised and Unsupervised Deep Visual Learning: A Survey Yanbei Chen Massimiliano Mancini Xiatian Zhu Zeynep Akata 45 113 0 24 Aug 2022
Label-Free Synthetic Pretraining of Object Detectors Hei Law Jia Deng 27 4 0 08 Aug 2022
Discrete Key-Value Bottleneck Frederik Trauble Anirudh Goyal Nasim Rahaman Michael C. Mozer Kenji Kawaguchi Yoshua Bengio Bernhard Schölkopf CLL 26 22 0 22 Jul 2022
Model-Aware Contrastive Learning: Towards Escaping the Dilemmas Zizheng Huang Haoxing Chen Ziqi Wen Chao Zhang Huaxiong Li Bojuan Wang Chunlin Chen 32 8 0 16 Jul 2022
Self-Supervised Consistent Quantization for Fully Unsupervised Image Retrieval Guile Wu Chaoxi Zhang Stephan Liwicki SSL 14 2 0 20 Jun 2022
Towards Understanding Why Mask-Reconstruction Pretraining Helps in Downstream Tasks Jia-Yu Pan Pan Zhou Shuicheng Yan SSL 26 15 0 08 Jun 2022
Online Deep Clustering with Video Track Consistency Alessandra Alfani Federico Becattini Lorenzo Seidenari A. Bimbo 28 0 0 07 Jun 2022
From Keypoints to Object Landmarks via Self-Training Correspondence: A novel approach to Unsupervised Landmark Discovery Dimitrios Mallis Enrique Sanchez Matt Bell Georgios Tzimiropoulos SSL 3DPC 43 6 0 31 May 2022
Self-Taught Metric Learning without Labels Sungyeon Kim Dongwon Kim Minsu Cho Suha Kwak SSL 24 20 0 04 May 2022
Image-to-Lidar Self-Supervised Distillation for Autonomous Driving Data Corentin Sautier Gilles Puy Spyros Gidaris Alexandre Boulch Andrei Bursuc Renaud Marlet 3DPC 26 117 0 30 Mar 2022
Mugs: A Multi-Granular Self-Supervised Learning Framework Pan Zhou Yichen Zhou Chenyang Si Weihao Yu Teck Khim Ng Shuicheng Yan VLM 37 60 0 27 Mar 2022
A Broad Study of Pre-training for Domain Generalization and Adaptation Donghyun Kim Kaihong Wang Stan Sclaroff Kate Saenko OOD AI4CE 30 79 0 22 Mar 2022
Class-Balanced Pixel-Level Self-Labeling for Domain Adaptive Semantic Segmentation Ruihuang Li Shuai Li Chenhang He Yabin Zhang Xu Jia Lei Zhang 29 84 0 18 Mar 2022
Selective-Supervised Contrastive Learning with Noisy Labels Shikun Li Xiaobo Xia Shiming Ge Tongliang Liu NoLa 24 172 0 08 Mar 2022
Measuring Self-Supervised Representation Quality for Downstream Classification using Discriminative Features Neha Kalibhat Kanika Narang Hamed Firooz Maziar Sanjabi S. Feizi SSL 38 7 0 03 Mar 2022
Bridge the Gap between Supervised and Unsupervised Learning for Fine-Grained Classification Jiabao Wang Yang Li Xiu-Shen Wei Hang Li Zhuang Miao Rui Zhang 32 8 0 01 Mar 2022
Vision Models Are More Robust And Fair When Pretrained On Uncurated Images Without Supervision Priya Goyal Quentin Duval Isaac Seessel Mathilde Caron Ishan Misra Levent Sagun Armand Joulin Piotr Bojanowski VLM SSL 26 110 0 16 Feb 2022
Context Autoencoder for Self-Supervised Representation Learning Xiaokang Chen Mingyu Ding Xiaodi Wang Ying Xin Shentong Mo Yunhao Wang Shumin Han Ping Luo Gang Zeng Jingdong Wang SSL 45 385 0 07 Feb 2022
Self-supervised Learning from 100 Million Medical Images Florin-Cristian Ghesu Bogdan Georgescu Awais Mansoor Y. Yoo Dominik Neumann ... R. Vishwanath J. Balter Yue Cao Sasa Grbic Dorin Comaniciu SSL 30 51 0 04 Jan 2022
Self-supervised Video Transformer Kanchana Ranasinghe Muzammal Naseer Salman Khan Fahad Shahbaz Khan Michael S. Ryoo ViT 39 84 0 02 Dec 2021