Cover Image

Towards Combating Frequency Simplicity-biased Learning for Domain Generalization

Fuente: arXiv

Saved in:

Bibliographic Details
Main Authors:	He, Xilin, Hu, Jingyu, Lin, Qinliang, Luo, Cheng, Xie, Weicheng, Song, Siyang, Khan, Muhammad Haris, Shen, Linlin
Format:	Preprint
Published:	2024
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

Boosting Adversarial Transferability across Model Genus by Deformation-Constrained Warping
by: Lin, Qinliang, et al.
Published: (2024)

Scale-free and Task-agnostic Attack: Generating Photo-realistic Adversarial Patterns with Patch Quilting Generator
by: Gao, Xiangbo, et al.
Published: (2022)

SynFER: Towards Boosting Facial Expression Recognition with Synthetic Data
by: He, Xilin, et al.
Published: (2024)

Benchmarking Graph Representations and Graph Neural Networks for Multivariate Time Series Classification
by: Yang, Wennuo, et al.
Published: (2025)

Multi-scale Dynamic and Hierarchical Relationship Modeling for Facial Action Units Recognition
by: Wang, Zihan, et al.
Published: (2024)

Domain-Guided Weight Modulation for Semi-Supervised Domain Generalization
by: Galappaththige, Chamuditha Jayanaga, et al.
Published: (2024)

ReactFace: Online Multiple Appropriate Facial Reaction Generation in Dyadic Interactions
by: Luo, Cheng, et al.
Published: (2023)

CA-Edit: Causality-Aware Condition Adapter for High-Fidelity Local Facial Attribute Editing
by: Xian, Xiaole, et al.
Published: (2024)

Realistic and Efficient Face Swapping: A Unified Approach with Diffusion Models
by: Baliah, Sanoojan, et al.
Published: (2024)

Enhancing Adversarial Transferability by Balancing Exploration and Exploitation with Gradient-Guided Sampling
by: Niu, Zenghao, et al.
Published: (2025)

Towards Generalizing to Unseen Domains with Few Labels
by: Galappaththige, Chamuditha Jayanga, et al.
Published: (2024)

Divergent Domains, Convergent Grading: Enhancing Generalization in Diabetic Retinopathy Grading
by: Chokuwa, Sharon, et al.
Published: (2024)

DEGSTalk: Decomposed Per-Embedding Gaussian Fields for Hair-Preserving Talking Face Synthesis
by: Deng, Kaijun, et al.
Published: (2024)

Denoising and Alignment: Rethinking Domain Generalization for Multimodal Face Anti-Spoofing
by: Ma, Yingjie, et al.
Published: (2025)

SFDA-rPPG: Source-Free Domain Adaptive Remote Physiological Measurement with Spatio-Temporal Consistency
by: Xie, Yiping, et al.
Published: (2024)

Improving Pseudo-labelling and Enhancing Robustness for Semi-Supervised Domain Generalization
by: Khan, Adnan, et al.
Published: (2024)

Towards Multimodal Domain Generalization with Few Labels
by: Li, Hongzhao, et al.
Published: (2026)

Balancing Multimodal Domain Generalization via Gradient Modulation and Projection
by: Li, Hongzhao, et al.
Published: (2026)

BIG-MoE: Bypass Isolated Gating MoE for Generalized Multimodal Face Anti-Spoofing
by: Ma, Yingjie, et al.
Published: (2024)

FrogDogNet: Fourier frequency Retained visual prompt Output Guidance for Domain Generalization of CLIP in Remote Sensing
by: Gunduboina, Hariseetharam, et al.
Published: (2025)

Key-Conditioned Orthonormal Transform Gating (K-OTG): Multi-Key Access Control with Hidden-State Scrambling for LoRA-Tuned Models
by: Khan, Muhammad Haris
Published: (2025)

Is Monotonic Sampling Necessary in Diffusion Models?
by: Khan, Muhammad Haris
Published: (2026)

SafeBench-Seq: A Homology-Clustered, CPU-Only Baseline for Protein Hazard Screening with Physicochemical/Composition Features and Cluster-Aware Confidence Intervals
by: Khan, Muhammad Haris
Published: (2025)

Improving Single Domain-Generalized Object Detection: A Focus on Diversification and Alignment
by: Danish, Muhammad Sohail, et al.
Published: (2024)

Oral Imaging for Malocclusion Issues Assessments: OMNI Dataset, Deep Learning Baselines and Benchmarking
by: Xue, Pujun, et al.
Published: (2025)

Explain EEG-based End-to-end Deep Learning Models in the Frequency Domain
by: Wang, Hanqi, et al.
Published: (2024)

Simplicity bias, algorithmic probability, and the random logistic map
by: Hamzi, Boumediene, et al.
Published: (2023)

D^3-Talker: Dual-Branch Decoupled Deformation Fields for Few-Shot 3D Talking Head Synthesis
by: Guo, Yuhang, et al.
Published: (2025)

Robust and Label-Efficient Deep Waste Detection
by: Abid, Hassan, et al.
Published: (2025)

Text-Guided Multimodal Unified Industrial Anomaly Detection
by: Li, Zewen, et al.
Published: (2026)

CountZES: Counting via Zero-Shot Exemplar Selection
by: Siddiqui, Muhammad Ibraheem, et al.
Published: (2025)

Are We Making Progress in Multimodal Domain Generalization? A Comprehensive Benchmark Study
by: Dong, Hao, et al.
Published: (2026)

Noise-Tolerant Few-Shot Unsupervised Adapter for Vision-Language Models
by: Ali, Eman, et al.
Published: (2023)

The high dimensional psychological profile and cultural bias of ChatGPT
by: Yuan, Hang, et al.
Published: (2024)

DAP-MAE: Domain-Adaptive Point Cloud Masked Autoencoder for Effective Cross-Domain Learning
by: Gao, Ziqi, et al.
Published: (2025)

Simplicity bias and optimization threshold in two-layer ReLU networks
by: Boursier, Etienne, et al.
Published: (2024)

Towards Fine-Grained Adaptation of CLIP via a Self-Trained Alignment Score
by: Ali, Eman, et al.
Published: (2025)

Generative AI Agents for Controllable and Protected Content Creation
by: Khan, Haris, et al.
Published: (2026)

Towards PerSense++: Advancing Training-Free Personalized Instance Segmentation in Dense Images
by: Siddiqui, Muhammad Ibraheem, et al.
Published: (2025)

IAD-GPT: Advancing Visual Knowledge in Multimodal Large Language Model for Industrial Anomaly Detection
by: Li, Zewen, et al.
Published: (2025)