Self-supervised Visual Feature Learning with Deep Neural Networks: A Survey

16 February 2019

Papers citing "Self-supervised Visual Feature Learning with Deep Neural Networks: A Survey"

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Enhancing breast cancer detection on screening mammogram using self-supervised learning and a hybrid deep model of Swin Transformer and Convolutional Neural Network Han Chen Anne L. Martel 43 0 0 28 Apr 2025
Novel Pooling-based VGG-Lite for Pneumonia and Covid-19 Detection from Imbalanced Chest X-Ray Datasets Santanu Roy Ashvath Suresh Palak Sahu Tulika Rudra Gupta 29 0 0 10 Apr 2025
Variational Self-Supervised Learning Mehmet Can Yavuz Berrin Yanikoglu SSL 100 0 0 06 Apr 2025
Implicit Contrastive Representation Learning with Guided Stop-gradient Byeongchan Lee Sehyun Lee SSL 87 2 0 12 Mar 2025
Decoupled Doubly Contrastive Learning for Cross Domain Facial Action Unit Detection Yong Li Menglin Liu Zhen Cui Y. Ding Yuan Zong Wenming Zheng Shiguang Shan Cuntai Guan 66 0 0 12 Mar 2025
Learning Nash Equilibrial Hamiltonian for Two-Player Collision-Avoiding Interactions Lei Zhang Siddharth Das Tanner Merry Wenlong Zhang Yi Ren 52 0 0 10 Mar 2025
Make Haste Slowly: A Theory of Emergent Structured Mixed Selectivity in Feature Learning ReLU Networks Devon Jarvis Richard Klein Benjamin Rosman Andrew M. Saxe MLT 64 1 0 08 Mar 2025
Your contrastive learning problem is secretly a distribution alignment problem Zihao Chen Chi-Heng Lin Ran Liu Jingyun Xiao Eva L. Dyer 65 1 0 27 Feb 2025
Learning Clustering-based Prototypes for Compositional Zero-shot Learning Hongyu Qu Jianan Wei Xiangbo Shu Wenguan Wang VLM 43 1 0 10 Feb 2025
A Review on Self-Supervised Learning for Time Series Anomaly Detection: Recent Advances and Open Challenges Aitor Sánchez-Ferrera Borja Calvo Jose A. Lozano AI4TS 35 0 0 28 Jan 2025
How Well Do Supervised 3D Models Transfer to Medical Imaging Tasks? Wenxuan Li Alan L. Yuille Zongwei Zhou MedIm 41 8 0 20 Jan 2025
ACE: Anatomically Consistent Embeddings in Composition and Decomposition Ziyu Zhou Haozhe Luo M. Taher Jiaxuan Pang Xiaowei Ding Michael B. Gotway Jianming Liang MedIm 47 0 0 20 Jan 2025
Cross- and Intra-image Prototypical Learning for Multi-label Disease Diagnosis and Interpretation Chong Wang Fengbei Liu Yuanhong Chen Helen Frazer Gustavo Carneiro 32 2 0 07 Nov 2024
Multi-OCT-SelfNet: Integrating Self-Supervised Learning with Multi-Source Data Fusion for Enhanced Multi-Class Retinal Disease Classification Fatema Jannat Sina Gholami Jennifer I. Lim Theodore Leng Minhaj Nur Alam Hamed Tabkhi 28 0 0 17 Sep 2024
Self-Supervised State Space Model for Real-Time Traffic Accident Prediction Using eKAN Networks Xin Tan Meng Zhao 34 0 0 09 Sep 2024
When resampling/reweighting improves feature learning in imbalanced classification?: A toy-model study Tomoyuki Obuchi Toshiyuki Tanaka 44 0 0 09 Sep 2024
Weakly Contrastive Learning via Batch Instance Discrimination and Feature Clustering for Small Sample SAR ATR Yikui Zhai Wenlve Zhou Bing Sun Jingwen Li Qirui Ke ... Junying Gan Chaoyun Mai R. D. Labati Vincenzo Piuri F. Scotti 19 19 0 07 Aug 2024
Self-Supervised Video Representation Learning in a Heuristic Decoupled Perspective Zeen Song Jingyao Wang Jianqi Zhang Changwen Zheng Wenwen Qiang SSL 54 0 0 19 Jul 2024
Networking Systems for Video Anomaly Detection: A Tutorial and Survey Jing Liu Yang Liu Jieyu Lin Jielin Li Peng Sun Bo Hu Liang Song Azzedine Boukerche Victor C.M. Leung Victor C.M. Leung 43 10 0 16 May 2024
Spatial Context-based Self-Supervised Learning for Handwritten Text Recognition Carlos Peñarrubia Carlos Garrido-Munoz J. J. Valero-Mas Jorge Calvo-Zaragoza 29 1 0 17 Apr 2024
FOOL: Addressing the Downlink Bottleneck in Satellite Computing with Neural Feature Compression Alireza Furutanpey Qiyang Zhang Philipp Raith Tobias Pfandzelter Shangguang Wang Schahram Dustdar 88 4 0 25 Mar 2024
Deep Embedding Clustering Driven by Sample Stability Zhanwen Cheng Feijiang Li Jieting Wang Yuhua Qian 21 0 0 29 Jan 2024
Self-supervised Learning of LiDAR 3D Point Clouds via 2D-3D Neural Calibration Yifan Zhang Siyu Ren Junhui Hou Jinjian Wu Guangming Shi Guangming Shi SSL 3DPC 76 3 0 23 Jan 2024
MERBench: A Unified Evaluation Benchmark for Multimodal Emotion Recognition Zheng Lian Licai Sun Yong Ren Hao Gu Haiyang Sun Lan Chen Bin Liu Jianhua Tao 15 12 0 07 Jan 2024
Which Augmentation Should I Use? An Empirical Investigation of Augmentations for Self-Supervised Phonocardiogram Representation Learning Aristotelis Ballas Vasileios Papapanagiotou Christos Diou 30 0 0 01 Dec 2023
Learning Anatomically Consistent Embedding for Chest Radiography Ziyu Zhou Haozhe Luo Jiaxuan Pang Xiaowei Ding Michael B. Gotway Jianming Liang SSL 9 5 0 01 Dec 2023
Simple but Effective Unsupervised Classification for Specified Domain Images: A Case Study on Fungi Images Zhaocong liu Fa Zhang Lin Cheng Huanxi Deng Xiaoyan Yang Zhenyu Zhang Chichun Zhou 19 1 0 15 Nov 2023
Temporal Graph Representation Learning with Adaptive Augmentation Contrastive Hongjiang Chen Pengfei Jiao Huijun Tang Huaming Wu 11 8 0 07 Nov 2023
From Pointwise to Powerhouse: Initialising Neural Networks with Generative Models Christian Harder Moritz Fuchs Yuri Tolkach Anirban Mukhopadhyay 25 0 0 25 Oct 2023
Evading Detection Actively: Toward Anti-Forensics against Forgery Localization Long Zhuo Shenghai Luo Shunquan Tan Han Chen Bin Li Jiwu Huang AAML 32 0 0 16 Oct 2023
Exploring the Creation and Humanization of Digital Life: Consciousness Simulation and Human-Machine Interaction Qikang Zhang AI4CE 13 1 0 10 Oct 2023
MUSCLE: Multi-task Self-supervised Continual Learning to Pre-train Deep Models for X-ray Images of Multiple Body Parts Weibin Liao Haoyi Xiong Qingzhong Wang Yan Mo Xuhong Li Yi Liu Zeyu Chen Siyu Huang Dejing Dou CLL 9 22 0 03 Oct 2023
Discrepancy Matters: Learning from Inconsistent Decoder Features for Consistent Semi-supervised Medical Image Segmentation Qingjie Zeng Yutong Xie Ziling Lu Mengkang Lu Yong-quan Xia 24 4 0 26 Sep 2023
Automatic view plane prescription for cardiac magnetic resonance imaging via supervision by spatial relationship between views Dong Wei Yawen Huang Donghuan Lu Yuexiang Li Yefeng Zheng 6 1 0 22 Sep 2023
MS-Net: A Multi-modal Self-supervised Network for Fine-Grained Classification of Aircraft in SAR Images Bingying Yue Jianhao Li Hao Shi Yupei Wang Honghu Zhong 20 0 0 28 Aug 2023
Evaluating The Robustness of Self-Supervised Representations to Background/Foreground Removal Xavier F. Cadet Ranya Aloufi A. Miranville S. Ahmadi-Abhari Hamed Haddadi 16 0 0 02 Jun 2023
Quantifying Representation Reliability in Self-Supervised Learning Models Young-Jin Park Hao Wang Shervin Ardeshir Navid Azizan SSL UQCV 21 3 0 31 May 2023
A Survey of Label-Efficient Deep Learning for 3D Point Clouds Aoran Xiao Xiaoqin Zhang Ling Shao Shijian Lu 3DPC 27 18 0 31 May 2023
Leveraging Unlabelled Data in Multiple-Instance Learning Problems for Improved Detection of Parkinsonian Tremor in Free-Living Conditions Alexandros Papadopoulos A. Delopoulos 17 2 0 29 Apr 2023
Visual DNA: Representing and Comparing Images using Distributions of Neuron Activations Benjamin Ramtoula Matthew Gadd Paul Newman D. Martini 21 10 0 20 Apr 2023
Semi-Supervised Relational Contrastive Learning Attiano Purpura-Pontoniere D. Terzopoulos Adam S. Wang A. Imran SSL 10 1 0 11 Apr 2023
Reconstruction-driven Dynamic Refinement based Unsupervised Domain Adaptation for Joint Optic Disc and Cup Segmentation Ziyang Chen Yongsheng Pan Yong-quan Xia MedIm 16 11 0 10 Apr 2023
Self-Supervised Siamese Autoencoders Friederike Baier Sebastian Mair Samuel G. Fadel SSL 42 4 0 05 Apr 2023
Optimizing the Procedure of CT Segmentation Labeling Yaroslav Zharov T. Baumbach Vincent Heuveline 19 0 0 24 Mar 2023
Exploiting Unlabelled Photos for Stronger Fine-Grained SBIR Aneeshan Sain A. Bhunia Subhadeep Koley Pinaki Nath Chowdhury Soumitri Chattopadhyay Tao Xiang Yi-Zhe Song 20 18 0 24 Mar 2023
Sketch2Saliency: Learning to Detect Salient Objects from Human Drawings A. Bhunia Subhadeep Koley Amandeep Kumar Aneeshan Sain Pinaki Nath Chowdhury Tao Xiang Yi-Zhe Song 48 19 0 20 Mar 2023
Self-Supervised One-Shot Learning for Automatic Segmentation of StyleGAN Images Ankit V. Manerikar A. Kak VLM 16 2 0 10 Mar 2023
Self-Supervised Learning for Place Representation Generalization across Appearance Changes M. A. Musallam Vincent Gaudillière Djamila Aouada SSL 35 2 0 04 Mar 2023
Prompt, Generate, then Cache: Cascade of Foundation Models makes Strong Few-shot Learners Renrui Zhang Xiangfei Hu Bohao Li Siyuan Huang Hanqiu Deng Hongsheng Li Yu Qiao Peng Gao VLM MLLM 30 170 0 03 Mar 2023
DrasCLR: A Self-supervised Framework of Learning Disease-related and Anatomy-specific Representation for 3D Medical Images K. Yu Li Sun Junxiang Chen Maxwell Reynolds Tigmanshu Chaudhary Kayhan Batmanghelich 17 1 0 21 Feb 2023