Cover Image

When Unsupervised Domain Adaptation meets One-class Anomaly Detection: Addressing the Two-fold Unsupervised Curse by Leveraging Anomaly Scarcity

Fuente: arXiv

Saved in:

Bibliographic Details
Main Authors:	Mejri, Nesryne, Ghorbel, Enjie, Kacem, Anis, Chernakov, Pavel, Foteinopoulou, Niki, Aouada, Djamila
Format:	Preprint
Published:	2025
Subjects:	Machine Learning Computer Vision and Pattern Recognition
Online Access:	Acceder al recurso
Tags:	Add Tag No Tags, Be the first to tag this record!

Similar Items

Unsupervised Anomaly Detection in Time-series: An Extensive Evaluation and Analysis of State-of-the-art Methods
by: Mejri, Nesryne, et al.
Published: (2022)

A Hitchhikers Guide to Fine-Grained Face Forgery Detection Using Common Sense Reasoning
by: Foteinopoulou, Niki Maria, et al.
Published: (2024)

Domain Adaptation for Multi-label Image Classification: a Discriminator-free Approach
by: Singh, Inder Pal, et al.
Published: (2025)

LAA-Net: Localized Artifact Attention Network for Quality-Agnostic and Generalizable Deepfake Detection
by: Nguyen, Dat, et al.
Published: (2024)

Vulnerability-Aware Spatio-Temporal Learning for Generalizable Deepfake Video Detection
by: Nguyen, Dat, et al.
Published: (2025)

LAA-X: Unified Localized Artifact Attention for Quality-Agnostic and Generalizable Face Forgery Detection
by: Nguyen, Dat, et al.
Published: (2026)

Uncertainty-Aware Knowledge Distillation for Compact and Efficient 6DoF Pose Estimation
by: Ousalah, Nassim Ali, et al.
Published: (2025)

DAVINCI: A Single-Stage Architecture for Constrained CAD Sketch Inference
by: Karadeniz, Ahmet Serdar, et al.
Published: (2024)

PICASSO: A Feed-Forward Framework for Parametric Inference of CAD Sketches via Rendering Self-Supervision
by: Karadeniz, Ahmet Serdar, et al.
Published: (2024)

Cov2Pose: Leveraging Spatial Covariance for Direct Manifold-aware 6-DoF Object Pose Estimation
by: Ousalah, Nassim Ali, et al.
Published: (2026)

FPG-NAS: FLOPs-Aware Gated Differentiable Neural Architecture Search for Efficient 6DoF Pose Estimation
by: Ousalah, Nassim Ali, et al.
Published: (2025)

Targeted Augmented Data for Audio Deepfake Detection
by: Astrid, Marcella, et al.
Published: (2024)

Audio-Visual Deepfake Detection With Local Temporal Inconsistencies
by: Astrid, Marcella, et al.
Published: (2025)

Statistics-aware Audio-visual Deepfake Detector
by: Astrid, Marcella, et al.
Published: (2024)

Detecting Audio-Visual Deepfakes with Fine-Grained Inconsistencies
by: Astrid, Marcella, et al.
Published: (2024)

Multi-label Image Classification using Adaptive Graph Convolutional Networks: from a Single Domain to Multiple Domains
by: Singh, Indel Pal, et al.
Published: (2023)

FakeFormer: Efficient Vulnerability-Driven Transformers for Generalisable Deepfake Detection
by: Nguyen, Dat, et al.
Published: (2024)

CAD-Assistant: Tool-Augmented VLLMs as Generic CAD Task Solvers
by: Mallis, Dimitrios, et al.
Published: (2024)

ASTER: Latent Pseudo-Anomaly Generation for Unsupervised Time-Series Anomaly Detection
by: Hermary, Romain, et al.
Published: (2026)

DermSynth3D: Synthesis of in-the-wild Annotated Dermatology Images
by: Sinha, Ashish, et al.
Published: (2023)

Enabling Training-Free Text-Based Remote Sensing Segmentation
by: Sosa, Jose, et al.
Published: (2026)

MultiMAE Meets Earth Observation: Pre-training Multi-modal Multi-task Masked Autoencoders for Earth Observation Tasks
by: Sosa, Jose, et al.
Published: (2025)

Pyramid-based Mamba Multi-class Unsupervised Anomaly Detection
by: Iqbal, Nasar, et al.
Published: (2025)

VLMDiff: Leveraging Vision-Language Models for Multi-Class Anomaly Detection with Diffusion
by: Hicsonmez, Samet, et al.
Published: (2025)

Addressing Annotation Scarcity in Hyperspectral Brain Image Segmentation with Unsupervised Domain Adaptation
by: Mach, Tim, et al.
Published: (2025)

Removing Geometric Bias in One-Class Anomaly Detection with Adaptive Feature Perturbation
by: Hermary, Romain, et al.
Published: (2025)

TransCAD: A Hierarchical Transformer for CAD Sequence Inference from Point Clouds
by: Dupont, Elona, et al.
Published: (2024)

Multi-Objective Hardware Aware Neural Architecture Search using Hardware Cost Diversity
by: Sinha, Nilotpal, et al.
Published: (2024)

CAD-Recode: Reverse Engineering CAD Code from Point Clouds
by: Rukhovich, Danila, et al.
Published: (2024)

Zero-Shot Anomaly Detection in Battery Thermal Images Using Visual Question Answering with Prior Knowledge
by: Astrid, Marcella, et al.
Published: (2025)

MiCADangelo: Fine-Grained Reconstruction of Constrained CAD Models from 3D Scans
by: Karadeniz, Ahmet Serdar, et al.
Published: (2025)

Text-to-CAD Evaluation with CADTests
by: Mallis, Dimitrios, et al.
Published: (2026)

Training Free Zero-Shot Visual Anomaly Localization via Diffusion Inversion
by: Hicsonmez, Samet, et al.
Published: (2026)

Exploiting Autoencoder's Weakness to Generate Pseudo Anomalies
by: Astrid, Marcella, et al.
Published: (2024)

CAD-SIGNet: CAD Language Inference from Point Clouds using Layer-wise Sketch Instance Guided Attention
by: Khan, Mohammad Sadil, et al.
Published: (2024)

How Effective is Pre-training of Large Masked Autoencoders for Downstream Earth Observation Tasks?
by: Sosa, Jose, et al.
Published: (2024)

Calibrated One-class Classification for Unsupervised Time Series Anomaly Detection
by: Xu, Hongzuo, et al.
Published: (2022)

Hybrid Attention for Robust RGB-T Pedestrian Detection in Real-World Conditions
by: Rathinam, Arunkumar, et al.
Published: (2024)

When Normality Shifts: Risk-Aware Test-Time Adaptation for Unsupervised Tabular Anomaly Detection
by: Huang, Wei, et al.
Published: (2026)

Leveraging Unsupervised Learning for Cost-Effective Visual Anomaly Detection
by: Long, Yunbo, et al.
Published: (2024)