Cover Image

Uncertainty-guided Contrastive Learning for Single Source Domain Generalisation

Fuente: arXiv

Saved in:

Bibliographic Details
Main Authors:	Arsenos, Anastasios, Kollias, Dimitrios, Petrongonas, Evangelos, Skliros, Christos, Kollias, Stefanos
Format:	Preprint
Published:	2024
Subjects:	Computer Vision and Pattern Recognition
Online Access:	Acceder al recurso
Tags:	Add Tag No Tags, Be the first to tag this record!

Similar Items

Common Corruptions for Enhancing and Evaluating Robustness in Air-to-Air Visual Object Detection
by: Arsenos, Anastasios, et al.
Published: (2024)

Ensuring UAV Safety: A Vision-only and Real-time Framework for Collision Avoidance Through Object Detection, Tracking, and Distance Estimation
by: Karampinis, Vasileios, et al.
Published: (2024)

Domain adaptation, Explainability & Fairness in AI for Medical Image Analysis: Diagnosis of COVID-19 based on 3-D Chest CT-scans
by: Kollias, Dimitrios, et al.
Published: (2024)

SAM2CLIP2SAM: Vision Language Model for Segmentation of 3D CT Scans for Covid-19 Detection
by: Kollias, Dimitrios, et al.
Published: (2024)

COVID-19 Computer-aided Diagnosis through AI-assisted CT Imaging Analysis: Deploying a Medical AI System
by: Gerogiannis, Demetris, et al.
Published: (2024)

Complex Style Image Transformations for Domain Generalization in Medical Images
by: Spanos, Nikolaos, et al.
Published: (2024)

Distribution Matching for Multi-Task Learning of Classification Tasks: a Large-Scale Study on Faces & Beyond
by: Kollias, Dimitrios, et al.
Published: (2024)

MMA-MRNNet: Harnessing Multiple Models of Affect and Dynamic Masked RNN for Precise Facial Expression Intensity Estimation
by: Kollias, Dimitrios, et al.
Published: (2023)

Grounding Emotion Recognition with Visual Prototypes: VEGA -- Revisiting CLIP in MERC
by: Hu, Guanyu, et al.
Published: (2025)

Estimating the Robustness Radius for Randomized Smoothing with 100$\times$ Sample Efficiency
by: Seferis, Emmanouil, et al.
Published: (2024)

7th ABAW Competition: Multi-Task Learning and Compound Expression Recognition
by: Kollias, Dimitrios, et al.
Published: (2024)

Stable-Drift: A Patient-Aware Latent Drift Replay Method for Stabilizing Representations in Continual Learning
by: Theofilou, Paraskevi-Antonia, et al.
Published: (2025)

Fair Domain Generalization: An Information-Theoretic View
by: Lian, Tangzheng, et al.
Published: (2025)

Behaviour4All: in-the-wild Facial Behaviour Analysis Toolkit
by: Kollias, Dimitrios, et al.
Published: (2024)

SynchroRaMa : Lip-Synchronized and Emotion-Aware Talking Face Generation via Multi-Modal Emotion Embedding
by: Yee, Phyo Thet, et al.
Published: (2025)

A Closed-Form Solution for Debiasing Vision-Language Models with Utility Guarantees Across Modalities and Tasks
by: Lian, Tangzheng, et al.
Published: (2026)

CoLoRSMamba: Conditional LoRA-Steered Mamba for Supervised Multimodal Violence Detection
by: Senadeera, Damith Chamalke, et al.
Published: (2026)

The 6th Affective Behavior Analysis in-the-wild (ABAW) Competition
by: Kollias, Dimitrios, et al.
Published: (2024)

CausalAffect: Causal Discovery for Facial Affective Understanding
by: Hu, Guanyu, et al.
Published: (2025)

MRAC Track 1: 2nd Workshop on Multimodal, Generative and Responsible Affective Computing
by: Ghosh, Shreya, et al.
Published: (2024)

Rethinking Affect Analysis: A Protocol for Ensuring Fairness and Consistency
by: Hu, Guanyu, et al.
Published: (2024)

CUE-Net: Violence Detection Video Analytics with Spatial Cropping, Enhanced UniformerV2 and Modified Efficient Additive Attention
by: Senadeera, Damith Chamalke, et al.
Published: (2024)

1M-Deepfakes Detection Challenge
by: Cai, Zhixi, et al.
Published: (2024)

Robust Facial Reactions Generation: An Emotion-Aware Framework with Modality Compensation
by: Hu, Guanyu, et al.
Published: (2024)

Bridging the Gap: Protocol Towards Fair and Consistent Affect Analysis
by: Hu, Guanyu, et al.
Published: (2024)

Multi-Scale and Multi-Layer Contrastive Learning for Domain Generalization
by: Ballas, Aristotelis, et al.
Published: (2023)

Model-Agnostic Open-Set Air-to-Air Visual Object Detection for Reliable UAV Perception
by: Loukovitis, Spyridon, et al.
Published: (2025)

DVD: A Comprehensive Dataset for Advancing Violence Detection in Real-World Scenarios
by: Kollias, Dimitrios, et al.
Published: (2025)

Dual Branch VideoMamba with Gated Class Token Fusion for Violence Detection
by: Senadeera, Damith Chamalke, et al.
Published: (2025)

From Affect to Complex Behavior: Advancing Multimodal Human-Centered AI at the 10th ABAW Workshop & Competition
by: Kollias, Dimitrios, et al.
Published: (2026)

CycleMix: Mixing Source Domains for Domain Generalization in Style-Dependent Data
by: Ballas, Aristotelis, et al.
Published: (2024)

CoRe-DA: Contrastive Regression for Unsupervised Domain Adaptation in Surgical Skill Assessment
by: Anastasiou, Dimitrios, et al.
Published: (2026)

An Uncertainty-guided Tiered Self-training Framework for Active Source-free Domain Adaptation in Prostate Segmentation
by: Luo, Zihao, et al.
Published: (2024)

Learning from Single Timestamps: Complexity Estimation in Laparoscopic Cholecystectomy
by: Anastasiou, Dimitrios, et al.
Published: (2025)

BiEquiFormer: Bi-Equivariant Representations for Global Point Cloud Registration
by: Pertigkiozoglou, Stefanos, et al.
Published: (2024)

Arc2Avatar: Generating Expressive 3D Avatars from a Single Image via ID Guidance
by: Gerogiannis, Dimitrios, et al.
Published: (2025)

FDS: Feedback-guided Domain Synthesis with Multi-Source Conditional Diffusion Models for Domain Generalization
by: Noori, Mehrdad, et al.
Published: (2024)

Domain penalisation for improved Out-of-Distribution Generalisation
by: Jena, Shuvam, et al.
Published: (2024)

Human Knowledge Integrated Multi-modal Learning for Single Source Domain Generalization
by: Banerjee, Ayan, et al.
Published: (2026)

Enhancing Information Maximization with Distance-Aware Contrastive Learning for Source-Free Cross-Domain Few-Shot Learning
by: Xu, Huali, et al.
Published: (2024)