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Unsupervised Learning
4596 directly classified papers
Papers per year
2001: 2
2002: 1
2003: 12
2004: 5
2005: 4
2006: 34
2007: 21
2008: 23
2009: 32
2010: 43
2011: 37
2012: 63
2013: 100
2014: 82
2015: 83
2016: 120
2017: 193
2018: 255
2019: 504
2020: 516
2021: 570
2022: 516
2023: 537
2024: 406
2025: 330
2026: 107
Papers
Is Meta-Learning Out? Rethinking Unsupervised Few-Shot Classification with Limited Entropy
ICCV 2025
TRUST: Time-Domain Residual Unsupervised Stability Technique for Improved Heart Rate Estimation
WACV 2025
Collaborative likelihood-ratio estimation over graphs
JMLR 2025
Wave-MambaAD: Wavelet-driven State Space Model for Multi-class Unsupervised Anomaly Detection
ICCV 2025
Biased Incomplete Multi-View Learning
AAAI 2025
Video Summarization Using Denoising Diffusion Probabilistic Model
AAAI 2025
Unsupervised Video Highlight Detection by Learning from Audio and Visual Recurrence
WACV 2025
TokenMatcher: Diverse Tokens Matching for Unsupervised Visible-Infrared Person Re-Identification
AAAI 2025
Disentangling Disentangled Representations: Towards Improved Latent Units via Diffusion Models
WACV 2025
Uncertainty-Guided Metric Learning without Labels
WACV 2025
FUN-AD: Fully Unsupervised Learning for Anomaly Detection with Noisy Training Data
WACV 2025
Unsupervised Degradation Representation Aware Transform for Real-World Blind Image Super-Resolution
AAAI 2025
Alleviate and Mining: Rethinking Unsupervised Domain Adaptation for Mitochondria Segmentation from Pseudo-Label Perspective
AAAI 2025
Debiasing Trace Guidance: Top-down Trace Distillation and Bottom-up Velocity Alignment for Unsupervised Anomaly Detection
ICCV 2025
ODDN: Addressing Unpaired Data Challenges in Open-World Deepfake Detection on Online Social Networks
AAAI 2025
TIME-FS: Joint Learning of Tensorial Incomplete Multi-View Unsupervised Feature Selection and Missing-View Imputation
AAAI 2025
Unsupervised Diffusion-Based Degradation Modeling for Real-World Super-Resolution
AAAI 2025
Augmented and Softened Matching for Unsupervised Visible-Infrared Person Re-Identification
ICCV 2025
Progressive Distribution Bridging: Unsupervised Adaptation for Large-scale Pre-trained Models via Adaptive Auxiliary Data
ICCV 2025
Unsupervised Anomaly Detection for Tabular Data Using Deep Noise Evaluation
AAAI 2025
Unsupervised Identification of Protein Compositions and Conformations via Implicit Content-Transformation Disentanglement
ICCV 2025
Structural Entropy Guided Unsupervised Graph Out-Of-Distribution Detection
AAAI 2025
ALTBI: Constructing Improved Outlier Detection Models via Optimization of Inlier-Memorization Effect
AAAI 2025
REGNav: Room Expert Guided Image-Goal Navigation
AAAI 2025
CycleVAR: Repurposing Autoregressive Model for Unsupervised One-Step Image Translation
ICCV 2025
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