Semi-Supervised and Unsupervised Deep Visual Learning: A Survey

24 August 2022

Papers citing "Semi-Supervised and Unsupervised Deep Visual Learning: A Survey"

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Title
Parameter-Efficient Continual Fine-Tuning: A Survey Eric Nuertey Coleman Luigi Quarantiello Ziyue Liu Qinwen Yang Samrat Mukherjee J. Hurtado Vincenzo Lomonaco CLL 27 0 0 18 Apr 2025
Deep Learning Approaches for Medical Imaging Under Varying Degrees of Label Availability: A Comprehensive Survey Siteng Ma Honghui Du Yu An Jing Wang Qinqin Wang Haochang Wu Aonghus Lawlor Ruihai Dong 27 0 0 15 Apr 2025
Scene-Centric Unsupervised Panoptic Segmentation Oliver Hahn Christoph Reich Nikita Araslanov Daniel Cremers Christian Rupprecht Stefan Roth OCL 57 0 0 02 Apr 2025
Semi-KAN: KAN Provides an Effective Representation for Semi-Supervised Learning in Medical Image Segmentation Zanting Ye Xiaolong Niu Xuanbin Wu Wenxiang Yi Yuan Chang Lijun Lu 43 0 0 19 Mar 2025
Semi-Supervised Co-Training of Time and Time-Frequency Models: Application to Bearing Fault Diagnosis Tuomas Jalonen M. A. Sa'd S. Kiranyaz M. Gabbouj 40 0 0 14 Mar 2025
CoT-Drive: Efficient Motion Forecasting for Autonomous Driving with LLMs and Chain-of-Thought Prompting Haicheng Liao Hanlin Kong Bonan Wang Chengyue Wang Wang Ye Zhengbing He Chengzhong Xu Z. Li 62 3 0 10 Mar 2025
A survey of datasets for computer vision in agriculture Nico Heider Lorenz Gunreben Sebastian Zürner Martin Schieck 34 1 0 24 Feb 2025
Theory-inspired Label Shift Adaptation via Aligned Distribution Mixture Ruidong Fan Xiao Ouyang Hong Tao Yuhua Qian Chenping Hou OOD 42 0 0 04 Nov 2024
Shape Transformation Driven by Active Contour for Class-Imbalanced Semi-Supervised Medical Image Segmentation Yuliang Gu Yepeng Liu Zhichao Sun Jinchi Zhu Yongchao Xu L. Najman MedIm 16 1 0 18 Oct 2024
SelectiveKD: A semi-supervised framework for cancer detection in DBT through Knowledge Distillation and Pseudo-labeling Laurent Dillard Hyeonsoo Lee Weonsuk Lee Tae Soo Kim Ali Diba Thijs Kooi 13 0 0 25 Sep 2024
Semi-Supervised Object Detection: A Survey on Progress from CNN to Transformer Tahira Shehzadi Ifza Didier Stricker Muhammad Zeshan Afzal ViT 29 0 0 11 Jul 2024
Cross Domain Object Detection via Multi-Granularity Confidence Alignment based Mean Teacher Jiangming Chen Li Liu Wanxia Deng Zhen Liu Yu Liu Yingmei Wei Yongxiang Liu 31 0 0 10 Jul 2024
CPLIP: Zero-Shot Learning for Histopathology with Comprehensive Vision-Language Alignment Sajid Javed Arif Mahmood I. I. Ganapathi Fayaz Ali Dharejo N. Werghi Mohammed Bennamoun VLM LM&MA 30 10 0 07 Jun 2024
The Victim and The Beneficiary: Exploiting a Poisoned Model to Train a Clean Model on Poisoned Data Zixuan Zhu Rui Wang Cong Zou Lihua Jing AAML FedML 21 1 0 17 Apr 2024
Machine Learning and Data Analysis Using Posets: A Survey Arnauld Mesinga Mwafise AI4CE 28 0 0 03 Apr 2024
Annotations on a Budget: Leveraging Geo-Data Similarity to Balance Model Performance and Annotation Cost Oana Ignat Longju Bai Joan Nwatu Rada Mihalcea 28 6 0 12 Mar 2024
Exploring Privacy and Fairness Risks in Sharing Diffusion Models: An Adversarial Perspective Xinjian Luo Yangfan Jiang Fei Wei Yuncheng Wu Xiaokui Xiao Beng Chin Ooi DiffM 22 4 0 28 Feb 2024
Controllable Image Synthesis of Industrial Data Using Stable Diffusion Gabriele Valvano Antonino Agostino Giovanni De Magistris Antonino Graziano Giacomo Veneri 24 5 0 06 Jan 2024
Knowledge Transfer from Vision Foundation Models for Efficient Training of Small Task-specific Models Raviteja Vemulapalli Hadi Pouransari Fartash Faghri Sachin Mehta Mehrdad Farajtabar Mohammad Rastegari Oncel Tuzel 25 7 0 30 Nov 2023
Segment Together: A Versatile Paradigm for Semi-Supervised Medical Image Segmentation Qingjie Zeng Yutong Xie Zilin Lu Mengkang Lu Yicheng Wu Yong-quan Xia 22 3 0 20 Nov 2023
SSASS: Semi-Supervised Approach for Stenosis Segmentation In Kyu Lee Junsup Shin Yong-Hee Lee Jonghoe Ku Hyun-Woo Kim 6 1 0 17 Nov 2023
Semi-Supervised Learning via Swapped Prediction for Communication Signal Recognition Weidong Wang H. Liao Lu Gan SSL 21 0 0 14 Nov 2023
A comprehensive survey on deep active learning in medical image analysis Haoran Wang Q. Jin Shiman Li Siyu Liu Manning Wang Zhijian Song VLM 39 22 0 22 Oct 2023
Semi-Supervised Crowd Counting with Contextual Modeling: Facilitating Holistic Understanding of Crowd Scenes Yifei Qian Xiaopeng Hong Zhongliang Guo Ognjen Arandjelović Carl R. Donovan 19 8 0 16 Oct 2023
Denoising and Selecting Pseudo-Heatmaps for Semi-Supervised Human Pose Estimation Zhuoran Yu Manchen Wang Yanbei Chen Paolo Favaro Davide Modolo 3DH 14 1 0 29 Sep 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 19 4 0 26 Sep 2023
Semi-Supervised Learning in the Few-Shot Zero-Shot Scenario Noam Fluss Guy Hacohen D. Weinshall 13 1 0 27 Aug 2023
Systematic comparison of semi-supervised and self-supervised learning for medical image classification Zhe Huang Ruijie Jiang Shuchin Aeron M. C. Hughes SSL OOD 16 6 0 18 Jul 2023
Emergent Correspondence from Image Diffusion Luming Tang Menglin Jia Qianqian Wang Cheng Perng Phoo Bharath Hariharan 9 131 0 06 Jun 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
Out-of-Distributed Semantic Pruning for Robust Semi-Supervised Learning Yu Wang Pengchong Qiao Chang-rui Liu Guoli Song Xiawu Zheng Jie Chen OODD 18 10 0 29 May 2023
Label-Efficient Learning in Agriculture: A Comprehensive Review Jiajia Li Dong Chen Xinda Qi Zhao Li Yanbo Huang Daniel Morris Xiaobo Tan 25 33 0 24 May 2023
Physics-Informed Neural Networks for Discovering Localised Eigenstates in Disordered Media Liam Harcombe Quanling Deng 17 6 0 11 May 2023
ARBEx: Attentive Feature Extraction with Reliability Balancing for Robust Facial Expression Learning Azmine Toushik Wasi Karlo vSerbetar Raima Islam Taki Hasan Rafi Dong-Kyu Chae CVBM 25 12 0 02 May 2023
Uncertainty-inspired Open Set Learning for Retinal Anomaly Identification Meng Wang Tian Lin Lianyu Wang Aidi Lin K. Zou ... Y. Liu C. Pang Xinjian Chen Haoyu Chen H. Fu 36 14 0 08 Apr 2023
A Comprehensive Survey on Test-Time Adaptation under Distribution Shifts Jian Liang R. He Tien-Ping Tan OOD VLM TTA 25 201 0 27 Mar 2023
A soft nearest-neighbor framework for continual semi-supervised learning Zhiqi Kang Enrico Fini Moin Nabi Elisa Ricci Alahari Karteek SSL BDL CLL 6 17 0 09 Dec 2022
Fix-A-Step: Semi-supervised Learning from Uncurated Unlabeled Data Zhe Huang Mary-Joy Sidhom B. Wessler M. C. Hughes 14 10 0 25 Aug 2022
A Survey of Learning on Small Data: Generalization, Optimization, and Challenge Xiaofeng Cao Weixin Bu Sheng-Jun Huang Minling Zhang Ivor W. Tsang Yew-Soon Ong James T. Kwok 17 1 0 29 Jul 2022
Weakly-guided Self-supervised Pretraining for Temporal Activity Detection Kumara Kahatapitiya Zhou Ren Haoxiang Li Zhenyu Wu Michael S. Ryoo G. Hua ViT 26 6 0 26 Nov 2021
Masked Autoencoders Are Scalable Vision Learners Kaiming He Xinlei Chen Saining Xie Yanghao Li Piotr Dollár Ross B. Girshick ViT TPM 258 7,337 0 11 Nov 2021
Trash to Treasure: Harvesting OOD Data with Cross-Modal Matching for Open-Set Semi-Supervised Learning Junkai Huang Chaowei Fang Weikai Chen Z. Chai Xiaolin K. Wei Pengxu Wei Liang Lin Guanbin Li OODD 37 63 0 12 Aug 2021
Semi-Supervised Semantic Segmentation with Pixel-Level Contrastive Learning from a Class-wise Memory Bank Inigo Alonso Alberto Sabater David Ferstl Luis Montesano Ana C. Murillo SSL CLL 116 177 0 27 Apr 2021
Distilling Audio-Visual Knowledge by Compositional Contrastive Learning Yanbei Chen Yongqin Xian A. Sophia Koepke Ying Shan Zeynep Akata 62 79 0 22 Apr 2021
Understanding self-supervised Learning Dynamics without Contrastive Pairs Yuandong Tian Xinlei Chen Surya Ganguli SSL 132 278 0 12 Feb 2021
Scaling Up Visual and Vision-Language Representation Learning With Noisy Text Supervision Chao Jia Yinfei Yang Ye Xia Yi-Ting Chen Zarana Parekh Hieu H. Pham Quoc V. Le Yun-hsuan Sung Zhen Li Tom Duerig VLM CLIP 293 2,875 0 11 Feb 2021
Improved Baselines with Momentum Contrastive Learning Xinlei Chen Haoqi Fan Ross B. Girshick Kaiming He SSL 235 3,029 0 09 Mar 2020
There Are Many Consistent Explanations of Unlabeled Data: Why You Should Average Ben Athiwaratkun Marc Finzi Pavel Izmailov A. Wilson 186 243 0 14 Jun 2018
Simple and Scalable Predictive Uncertainty Estimation using Deep Ensembles Balaji Lakshminarayanan Alexander Pritzel Charles Blundell UQCV BDL 268 5,635 0 05 Dec 2016
Adversarial examples in the physical world Alexey Kurakin Ian Goodfellow Samy Bengio SILM AAML 250 5,813 0 08 Jul 2016