Unsupervised Visual Representation Learning by Context Prediction

19 May 2015

Papers citing "Unsupervised Visual Representation Learning by Context Prediction"

50 / 693 papers shown

Title
SimMIL: A Universal Weakly Supervised Pre-Training Framework for Multi-Instance Learning in Whole Slide Pathology Images Yicheng Song Tiancheng Lin Die Peng Su Yang Yi Xu MedIm 31 0 0 10 May 2025
Impact of Language Guidance: A Reproducibility Study Cherish Puniani Advika Sinha Shree Singhi Aayan Yadav VLM 47 0 0 10 Apr 2025
Implicit Contrastive Representation Learning with Guided Stop-gradient Byeongchan Lee Sehyun Lee SSL 89 2 0 12 Mar 2025
Vision-LSTM: xLSTM as Generic Vision Backbone Benedikt Alkin M. Beck Korbinian Poppel Sepp Hochreiter Johannes Brandstetter VLM 64 43 0 24 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 40 0 0 28 Jan 2025
How Well Do Self-Supervised Methods Perform in Cross-Domain Few-Shot Learning? Yiyi Zhang Ying Zheng Xiaogang Xu Jun Wang SSL 56 4 0 28 Jan 2025
Self-supervised Benchmark Lottery on ImageNet: Do Marginal Improvements Translate to Improvements on Similar Datasets? Utku Ozbulak Esla Timothy Anzaku Solha Kang W. D. Neve J. Vankerschaver 54 0 0 28 Jan 2025
Memory Storyboard: Leveraging Temporal Segmentation for Streaming Self-Supervised Learning from Egocentric Videos Yanlai Yang Mengye Ren 235 0 0 21 Jan 2025
Beyond [cls]: Exploring the true potential of Masked Image Modeling representations Marcin Przewiȩźlikowski Randall Balestriero Wojciech Jasiński Marek 'Smieja Bartosz Zieliñski 74 0 0 04 Dec 2024
A Survey of the Self Supervised Learning Mechanisms for Vision Transformers Asifullah Khan A. Sohail M. Fiaz Mehdi Hassan Tariq Habib Afridi ... Muhammad Zaigham Zaheer Kamran Ali Tangina Sultana Ziaurrehman Tanoli Naeem Akhter 45 3 0 30 Aug 2024
Masked Image Modeling: A Survey Vlad Hondru Florinel-Alin Croitoru Shervin Minaee Radu Tudor Ionescu N. Sebe 72 6 0 13 Aug 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 35 19 0 07 Aug 2024
Scaling Backwards: Minimal Synthetic Pre-training? Ryo Nakamura Ryu Tadokoro Ryosuke Yamada Tim Puhlfürß Iro Laina Christian Rupprecht Walid Maalej Rio Yokota Hirokatsu Kataoka DD 32 2 0 01 Aug 2024
AnatoMask: Enhancing Medical Image Segmentation with Reconstruction-guided Self-masking Yuheng Li Tianyu Luan Yizhou Wu Shaoyan Pan Yenho Chen Xiaofeng Yang 40 5 0 09 Jul 2024
Self-supervised Learning via Cluster Distance Prediction for Operating Room Context Awareness Idris Hamoud Alexandros Karargyris Aidean Sharghi Omid Mohareri N. Padoy SSL 36 1 0 07 Jul 2024
LLaRA: Supercharging Robot Learning Data for Vision-Language Policy Xiang Li Cristina Mata J. Park Kumara Kahatapitiya Yoo Sung Jang ... Kanchana Ranasinghe R. Burgert Mu Cai Yong Jae Lee Michael S. Ryoo LM&Ro 72 26 0 28 Jun 2024
Visual Representation Learning with Stochastic Frame Prediction Huiwon Jang Dongyoung Kim Junsu Kim Jinwoo Shin Pieter Abbeel Younggyo Seo 47 2 0 11 Jun 2024
The Brain's Bitter Lesson: Scaling Speech Decoding With Self-Supervised Learning Dulhan Jayalath Gilad Landau Brendan Shillingford M. Woolrich Oiwi Parker Jones SSL 62 5 0 06 Jun 2024
DeNVeR: Deformable Neural Vessel Representations for Unsupervised Video Vessel Segmentation Chun-Hung Wu Shih-Hong Chen Chih-Yao Hu Hsin-Yu Wu Kai-Hsin Chen Yu-You Chen Chih-Hai Su Chih-Kuo Lee Yu-Lun Liu 59 2 0 03 Jun 2024
Unsupervised Meta-Learning via In-Context Learning Anna Vettoruzzo Lorenzo Braccaioli Joaquin Vanschoren M. Nowaczyk SSL 66 0 0 25 May 2024
Retro: Reusing teacher projection head for efficient embedding distillation on Lightweight Models via Self-supervised Learning Khanh-Binh Nguyen Chae Jung Park 34 0 0 24 May 2024
Harmony: A Joint Self-Supervised and Weakly-Supervised Framework for Learning General Purpose Visual Representations Mohammed Baharoon Jonathan Klein D. L. Michels SSL VLM 44 0 0 23 May 2024
AdaKD: Dynamic Knowledge Distillation of ASR models using Adaptive Loss Weighting Shreyan Ganguly Roshan Nayak Rakshith Rao Ujan Deb AP Prathosh 32 1 0 11 May 2024
A Review on Discriminative Self-supervised Learning Methods in Computer Vision Nikolaos Giakoumoglou Tania Stathaki Athanasios Gkelias SSL 64 1 0 08 May 2024
OccFeat: Self-supervised Occupancy Feature Prediction for Pretraining BEV Segmentation Networks Sophia Sirko-Galouchenko Alexandre Boulch Spyros Gidaris Andrei Bursuc Antonín Vobecký Patrick Pérez Renaud Marlet 3DPC 38 7 0 22 Apr 2024
Spatial Context-based Self-Supervised Learning for Handwritten Text Recognition Carlos Peñarrubia Carlos Garrido-Munoz J. J. Valero-Mas Jorge Calvo-Zaragoza 39 1 0 17 Apr 2024
Denoising Autoregressive Representation Learning Yazhe Li J. Bornschein Ting Chen DiffM 40 3 0 08 Mar 2024
Membership Information Leakage in Federated Contrastive Learning Kongyang Chen Wenfeng Wang Zixin Wang Wangjun Zhang Zhipeng Li Yao Huang FedML 38 1 0 06 Mar 2024
SwitchLight: Co-design of Physics-driven Architecture and Pre-training Framework for Human Portrait Relighting Hoon Kim Minje Jang Wonjun Yoon Jisoo Lee Donghyun Na Sanghyun Woo AI4CE 39 19 0 29 Feb 2024
Self-Supervised Representation Learning for Nerve Fiber Distribution Patterns in 3D-PLI Alexander Oberstrass Sascha E. A. Muenzing Meiqi Niu N. Palomero-Gallagher Christian Schiffer M. Axer Katrin Amunts Timo Dickscheid 27 4 0 30 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 90 3 0 23 Jan 2024
How does self-supervised pretraining improve robustness against noisy labels across various medical image classification datasets? Bidur Khanal Binod Bhattarai Bishesh Khanal Cristian A. Linte NoLa 21 0 0 15 Jan 2024
Enhancing Contrastive Learning with Efficient Combinatorial Positive Pairing Jaeill Kim Duhun Hwang Eunjung Lee Jangwon Suh Jimyeong Kim Wonjong Rhee 33 0 0 11 Jan 2024
Any-Way Meta Learning Junhoo Lee Yearim Kim Hyunho Lee Nojun Kwak 29 0 0 10 Jan 2024
Advancing Ante-Hoc Explainable Models through Generative Adversarial Networks Tanmay Garg Deepika Vemuri Vineeth N. Balasubramanian GAN 24 2 0 09 Jan 2024
Enhancing Context Through Contrast Kshitij Ambilduke Aneesh Shetye Diksha Bagade Rishika Bhagwatkar Khurshed Fitter P. Vagdargi Shital S. Chiddarwar 26 0 0 06 Jan 2024
Fus-MAE: A cross-attention-based data fusion approach for Masked Autoencoders in remote sensing Hugo Chan-To-Hing B. Veeravalli 30 8 0 05 Jan 2024
3DTINC: Time-Equivariant Non-Contrastive Learning for Predicting Disease Progression from Longitudinal OCTs T. Emre A. Chakravarty Antoine Rivail Dmitrii Lachinov Oliver Leingang ... S. Sivaprasad Daniel Rueckert A. Lotery U. Schmidt-Erfurth Hrvoje Bogunović MedIm 29 3 0 28 Dec 2023
Zero-shot Building Attribute Extraction from Large-Scale Vision and Language Models Fei Pan Sangryul Jeon Brian Wang Frank Mckenna Stella X. Yu 44 2 0 19 Dec 2023
No Representation Rules Them All in Category Discovery S. Vaze Andrea Vedaldi Andrew Zisserman OOD 37 31 0 28 Nov 2023
SCL-VI: Self-supervised Context Learning for Visual Inspection of Industrial Defects Peng Wang Haiming Yao Wenyong Yu 18 3 0 11 Nov 2023
Combating Representation Learning Disparity with Geometric Harmonization Zhihan Zhou Jiangchao Yao Feng Hong Ya Zhang Bo Han Yanfeng Wang 33 12 0 26 Oct 2023
Enhancing Representations through Heterogeneous Self-Supervised Learning Zhongyu Li Bo-Wen Yin Yongxiang Liu Li Liu Ming-Ming Cheng SSL 28 2 0 08 Oct 2023
Vision Transformers Need Registers Zilong Chen Maxime Oquab Julien Mairal Huaping Liu ViT 62 312 0 28 Sep 2023
Plasticity-Optimized Complementary Networks for Unsupervised Continual Learning Alex Gomez-Villa Bartlomiej Twardowski Kai Wang Joost van de Weijer SSL CLL 33 8 0 12 Sep 2023
Spoken Language Intelligence of Large Language Models for Language Learning Linkai Peng Baorian Nuchged Yingming Gao ELM 64 4 0 28 Aug 2023
pNNCLR: Stochastic Pseudo Neighborhoods for Contrastive Learning based Unsupervised Representation Learning Problems Momojit Biswas Himanshu Buckchash Dilip K. Prasad SSL 26 7 0 14 Aug 2023
Test Time Adaptation for Blind Image Quality Assessment Subhadeep Roy Shankhanil Mitra Soma Biswas R. Soundararajan VLM OOD 48 17 0 27 Jul 2023
vox2vec: A Framework for Self-supervised Contrastive Learning of Voxel-level Representations in Medical Images M. Goncharov Vera Soboleva Anvar Kurmukov Maxim Pisov Mikhail Belyaev SSL 15 10 0 27 Jul 2023
Self-Supervised and Semi-Supervised Polyp Segmentation using Synthetic Data Enric Moreu Eric Arazo Kevin McGuinness Noel E. O'Connor 38 1 0 22 Jul 2023