Unsupervised Feature Learning via Non-Parametric Instance-level Discrimination

5 May 2018

Papers citing "Unsupervised Feature Learning via Non-Parametric Instance-level Discrimination"

50 / 2,002 papers shown

Title
Video Diffusion Models Excel at Tracking Similar-Looking Objects Without Supervision Chenshuang Zhang Kang Zhang Joon Son Chung In So Kweon Junmo Kim Chengzhi Mao DiffM 196 0 0 02 Dec 2025
CLEF: Clinically-Guided Contrastive Learning for Electrocardiogram Foundation Models Yuxuan Shu Peter H. Charlton F. Kawsar Jussi Hernesniemi Mohammad Malekzadeh 32 0 0 01 Dec 2025
FANoise: Singular Value-Adaptive Noise Modulation for Robust Multimodal Representation Learning Jiaoyang Li Jun Fang Tianhao Gao Xiaohui Zhang Zhiyuan Liu Chao Liu Pengzhang Liu Qixia Jiang 634 0 0 26 Nov 2025
History-Augmented Contrastive Learning With Soft Mixture of Experts for Blind Super-Resolution of Planetary Remote Sensing Images Huijia Zhao Jie Lu Yunqing Jiang Xiao-Ping Lu Kaichang Di 104 0 0 25 Nov 2025
Robust Multimodal Sentiment Analysis of Image-Text Pairs by Distribution-Based Feature Recovery and FusionACM Multimedia (MM), 2024 Daiqing Wu Dongbao Yang Can Ma Can Ma 201 6 0 24 Nov 2025
DSeq-JEPA: Discriminative Sequential Joint-Embedding Predictive Architecture Xiangteng He Shunsuke Sakai Kun Yuan N. Padoy Tatsuhito Hasegawa Leonid Sigal AI4TS 282 0 0 21 Nov 2025
CroPS: Improving Dense Retrieval with Cross-Perspective Positive Samples in Short-Video Search Ao Xie Jiahui Chen Quanzhi Zhu Xiaoze Jiang Zhiheng Qin Enyun Yu Han Li 65 0 0 19 Nov 2025
PCA++: How Uniformity Induces Robustness to Background Noise in Contrastive Learning Mingqi Wu Qiang Sun Yi Yang 88 0 0 15 Nov 2025
DI3CL: Contrastive Learning With Dynamic Instances and Contour Consistency for SAR Land-Cover Classification Foundation Model Zhongle Ren Hui Ding Kai Wang B. Hou Xingyu Luo Weibin Li Licheng Jiao 148 0 0 11 Nov 2025
SiamMM: A Mixture Model Perspective on Deep Unsupervised Learning Xiaodong Wang Jing Huang Kevin J. Liang SSL 404 0 0 07 Nov 2025
Learning with less: label-efficient land cover classification at very high spatial resolution using self-supervised deep learning Dakota Hester Vitor S. Martins Lucas B. Ferreira Thainara M. A. Lima SSL 337 0 0 04 Nov 2025
Dynamic Reflections: Probing Video Representations with Text Alignment Tyler Zhu Tengda Han Leonidas Guibas Viorica Patraucean M. Ovsjanikov VGen 237 0 0 04 Nov 2025
Learning Without Augmenting: Unsupervised Time Series Representation Learning via Frame Projections B. U. Demirel Christian Holz AI4TS SSL 199 0 0 26 Oct 2025
A Unified Framework for Zero-Shot Reinforcement Learning Jacopo Di Ventura Jan Felix Kleuker Aske Plaat Thomas M. Moerland OffRL 84 0 0 23 Oct 2025
Exploring Structural Degradation in Dense Representations for Self-supervised Learning Siran Dai Qianqian Xu Peisong Wen Yang Liu Qingming Huang 136 1 0 20 Oct 2025
On the Provable Importance of Gradients for Language-Assisted Image Clustering Bo Peng Jie Lu G. Zhang Zhen Fang VLM 127 0 0 18 Oct 2025
Source-Free Object Detection with Detection TransformerIEEE Transactions on Image Processing (IEEE TIP), 2025 Huizai Yao Sicheng Zhao Shuo Lu Hui Chen Yangyang Li Guoping Liu Tengfei Xing C. Yan Jianhua Tao Guiguang Ding ViT 73 2 0 13 Oct 2025
Understanding Self-supervised Contrastive Learning through Supervised Objectives Byeongchan Lee SSL 176 0 0 12 Oct 2025
RASALoRE: Region Aware Spatial Attention with Location-based Random Embeddings for Weakly Supervised Anomaly Detection in Brain MRI Scans Bheeshm Sharma Karthikeyan Jaganathan Balamurugan Palaniappan 124 0 0 09 Oct 2025
Task-Level Contrastiveness for Cross-Domain Few-Shot Learning Kristi Topollai A. Choromańska 112 0 0 03 Oct 2025
Contrastive Learning for Correlating Network Incidents Jeremias Dötterl SSL 96 0 0 29 Sep 2025
GenView++: Unifying Adaptive View Generation and Quality-Driven Supervision for Contrastive Representation Learning Xiaojie Li Bei Wang Jianlong Wu Yue Yu Liqiang Nie Min Zhang AI4TS 140 0 0 28 Sep 2025
Enriching Knowledge Distillation with Intra-Class Contrastive Learning Hua Yuan Ning Xu Xin Geng Yong Rui 124 0 0 26 Sep 2025
MoTiC: Momentum Tightness and Contrast for Few-Shot Class-Incremental Learning Zeyu He Shuai Huang Yuwu Lu Ming Zhao CLL 92 0 0 24 Sep 2025
Enhancing Semantic Segmentation with Continual Self-Supervised Pre-training Brown Ebouky Ajad Chhatkuli Cristiano Malossi Christoph Studer Roy Assaf Andrea Bartezzaghi CLL 117 0 0 22 Sep 2025
Latent Zoning Network: A Unified Principle for Generative Modeling, Representation Learning, and Classification Zinan Lin Enshu Liu Xuefei Ning Junyi Zhu Wenyu Wang Sergey Yekhanin AI4CE 217 0 0 19 Sep 2025
Contrastive Learning with Spectrum Information Augmentation in Abnormal Sound Detection Xinxin Meng Jiangtao Guo Yunxiang Zhang Shun Huang 64 0 0 19 Sep 2025
Contrastive Learning with Enhanced Abstract Representations using Grouped Loss of Abstract Semantic Supervision Omri Suissa Muhiim Ali Shengmai Chen Yinuo Cai Shekhar Pradhan VLM 188 0 0 16 Sep 2025
Beyond Instance Consistency: Investigating View Diversity in Self-supervised Learning Huaiyuan Qin M. Yang Siyuan Hu Peng Hu Yu Zhang Chen Gong Hongyuan Zhu 129 0 0 14 Sep 2025
Semantic Concentration for Self-Supervised Dense Representations LearningIEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), 2025 Peisong Wen Qianqian Xu Siran Dai Runmin Cong Qingming Huang 140 2 0 11 Sep 2025
Patch-Level Kernel Alignment for Dense Self-Supervised Learning Juan Yeo Ijun Jang Taesup Kim SSL MDE 231 0 0 06 Sep 2025
DUDE: Diffusion-Based Unsupervised Cross-Domain Image Retrieval Ruohong Yang Peng Hu Yunfan Li Xi Peng 68 0 0 04 Sep 2025
Improving Perceptual Audio Aesthetic Assessment via Triplet Loss and Self-Supervised Embeddings Dyah A. M. G. Wisnu Ryandhimas E. Zezario Stefano Rini H. Wang Yu Tsao 80 0 0 03 Sep 2025
Unsupervised Video Continual Learning via Non-Parametric Deep Embedded Clustering Nattapong Kurpukdee Adrian G. Bors 136 0 0 29 Aug 2025
Generalizable Object Re-Identification via Visual In-Context Prompting Zhizhong Huang Xiaoming Liu 88 1 0 28 Aug 2025
Representation Learning with Adaptive Superpixel Coding Mahmoud Khalil Ahmad Khalil A. Ngom ViT 108 0 0 21 Aug 2025
NeMo: A Neuron-Level Modularizing-While-Training Approach for Decomposing DNN Models Xiaohan Bi Binhang Qi Hailong Sun Yantao Du Yue Yu Xiaojun Liang MoMe 117 0 0 15 Aug 2025
Self-Supervised Stereo Matching with Multi-Baseline Contrastive Learning Peng Xu Zhiyu Xiang Jingyun Fu Tianyu Pu Kai Wang Chaojie Ji Tingming Bai Eryun Liu SSL 125 0 0 14 Aug 2025
Decoupled Contrastive Learning for Federated Learning Hyungbin Kim Incheol Baek Yon Dohn Chung FedML 129 0 0 06 Aug 2025
DRKF: Decoupled Representations with Knowledge Fusion for Multimodal Emotion Recognition Peiyuan Jiang Yao Liu Qiao Liu Zongshun Zhang Jiaye Yang Lu Liu Daibing Yao 92 1 0 03 Aug 2025
MoGaFace: Momentum-Guided and Texture-Aware Gaussian Avatars for Consistent Facial Geometry Yujian Liu Linlang Cao Chuang Chen Fanyu Geng Dongxu Shen Peng Cao Shidang Xu Xiaoli Liu 3DGS 154 0 0 02 Aug 2025
SPENCER: Self-Adaptive Model Distillation for Efficient Code RetrievalACM Transactions on Software Engineering and Methodology (TOSEM), 2025 Wenchao Gu Zongyi Lyu Yanlin Wang Hongyu Zhang Cuiyun Gao Michael R. Lyu 137 1 0 01 Aug 2025
HOG-CNN: Integrating Histogram of Oriented Gradients with Convolutional Neural Networks for Retinal Image Classification Faisal Ahmed 99 5 0 29 Jul 2025
TESPEC: Temporally-Enhanced Self-Supervised Pretraining for Event Cameras Mohammad Mohammadi Ziyi Wu Igor Gilitschenski ViT 120 0 0 29 Jul 2025
A mini-batch training strategy for deep subspace clustering networks Yuxuan Jiang Chenwei Yu Zhi Lin Xiaolan Liu 169 0 0 26 Jul 2025
Advancing Wildfire Risk Prediction via Morphology-Aware Curriculum Contrastive Learning Fabrizio Lo Scudo Alessio De Rango Luca Furnari Alfonso Senatore Donato DÁmbrosio Giuseppe Mendicino Gianluigi Greco 116 0 0 23 Jul 2025
MeMo: Attentional Momentum for Real-time Audio-visual Speaker Extraction under Impaired Visual Conditions Junjie Li Wenxuan Wu Shuai Wang Zexu Pan Kong Aik Lee Chao Yang Haizhou Li 105 1 0 21 Jul 2025
Skill Learning via Policy Diversity Yields Identifiable Representations for Reinforcement Learning Patrik Reizinger Bálint Mucsányi Siyuan Guo Benjamin Eysenbach Bernhard Schölkopf Wieland Brendel SSL 174 1 0 19 Jul 2025
LEAD: Exploring Logit Space Evolution for Model SelectionComputer Vision and Pattern Recognition (CVPR), 2024 Zixuan Hu Xiaotong Li Shixiang Tang Jun Liu Yichun Hu Ling-yu Duan 163 7 0 19 Jul 2025
Franca: Nested Matryoshka Clustering for Scalable Visual Representation Learning Shashanka Venkataramanan Valentinos Pariza Mohammadreza Salehi Lukas Knobel Spyros Gidaris Elias Ramzi Andrei Bursuc Yuki M. Asano 207 7 0 18 Jul 2025