Improving Out-of-Domain Robustness with Targeted Augmentation in Frequency and Pixel Spaces May 18, 2025 Domain Adaptation
— Unverified Towards Open-world Generalized Deepfake Detection: General Feature Extraction via Unsupervised Domain Adaptation May 18, 2025 DeepFake Detection Domain Adaptation
— Unverified Always Clear Depth: Robust Monocular Depth Estimation under Adverse Weather May 18, 2025 Autonomous Driving Depth Estimation
Code Code Available Bridging the Reality Gap in Digital Twins with Context-Aware, Physics-Guided Deep Learning May 17, 2025 Domain Adaptation Structural Health Monitoring
— Unverified Bridging the Inter-Domain Gap through Low-Level Features for Cross-Modal Medical Image Segmentation May 17, 2025 Domain Adaptation Image Segmentation
Code Code Available Open Set Domain Adaptation with Vision-language models via Gradient-aware Separation May 16, 2025 Domain Adaptation
— Unverified LegoSLM: Connecting LLM with Speech Encoder using CTC Posteriors May 16, 2025 Automatic Speech Recognition Automatic Speech Recognition (ASR)
— Unverified A Modular Approach for Clinical SLMs Driven by Synthetic Data with Pre-Instruction Tuning, Model Merging, and Clinical-Tasks Alignment May 15, 2025 Domain Adaptation
— Unverified DDFP: Data-dependent Frequency Prompt for Source Free Domain Adaptation of Medical Image Segmentation May 15, 2025 Domain Adaptation Image Segmentation
Code Code Available TransPL: VQ-Code Transition Matrices for Pseudo-Labeling of Time Series Unsupervised Domain Adaptation May 15, 2025 Domain Adaptation Pseudo Label
Code Code Available Bias and Generalizability of Foundation Models across Datasets in Breast Mammography May 14, 2025 Domain Adaptation Fairness
— Unverified Promoting SAM for Camouflaged Object Detection via Selective Key Point-based Guidance May 14, 2025 Domain Adaptation object-detection
— Unverified Optimal Transport-Based Domain Adaptation for Rotated Linear Regression May 14, 2025 Domain Adaptation regression
— Unverified Recent Advances in Medical Imaging Segmentation: A Survey May 14, 2025 Domain Adaptation Few-Shot Learning
Code Code Available Robust Emotion Recognition via Bi-Level Self-Supervised Continual Learning May 13, 2025 Continual Learning Domain Adaptation
— Unverified Leveraging Segment Anything Model for Source-Free Domain Adaptation via Dual Feature Guided Auto-Prompting May 13, 2025 Domain Adaptation Source-Free Domain Adaptation
Code Code Available Noise Optimized Conditional Diffusion for Domain Adaptation May 12, 2025 Domain Adaptation Unsupervised Domain Adaptation
— Unverified Boosting Cross-spectral Unsupervised Domain Adaptation for Thermal Semantic Segmentation May 11, 2025 Autonomous Driving Domain Adaptation
— Unverified Enhancing Monocular Height Estimation via Sparse LiDAR-Guided Correction May 11, 2025 Domain Adaptation
— Unverified X-Sim: Cross-Embodiment Learning via Real-to-Sim-to-Real May 11, 2025 Domain Adaptation Imitation Learning
— Unverified Depth-Sensitive Soft Suppression with RGB-D Inter-Modal Stylization Flow for Domain Generalization Semantic Segmentation May 11, 2025 Domain Adaptation Domain Generalization
— Unverified TAROT: Towards Essentially Domain-Invariant Robustness with Theoretical Justification May 10, 2025 Domain Adaptation Domain Generalization
— Unverified TopicVD: A Topic-Based Dataset of Video-Guided Multimodal Machine Translation for Documentaries May 9, 2025 Domain Adaptation Machine Translation
Code Code Available VaCDA: Variational Contrastive Alignment-based Scalable Human Activity Recognition May 8, 2025 Activity Recognition Contrastive Learning
— Unverified Semantic Style Transfer for Enhancing Animal Facial Landmark Detection May 8, 2025 Data Augmentation Domain Adaptation
— Unverified Concept-Based Unsupervised Domain Adaptation May 8, 2025 Domain Adaptation Unsupervised Domain Adaptation
— Unverified Position: Epistemic Artificial Intelligence is Essential for Machine Learning Models to Know When They Do Not Know May 8, 2025 Autonomous Vehicles Domain Adaptation
— Unverified RAFT: Robust Augmentation of FeaTures for Image Segmentation May 7, 2025 Active Learning Domain Adaptation
— Unverified Scientific Hypothesis Generation and Validation: Methods, Datasets, and Future Directions May 6, 2025 Causal Inference Domain Adaptation
— Unverified 3D Can Be Explored In 2D: Pseudo-Label Generation for LiDAR Point Clouds Using Sensor-Intensity-Based 2D Semantic Segmentation May 6, 2025 2D Semantic Segmentation 3D Semantic Segmentation
— Unverified Soft-Masked Semi-Dual Optimal Transport for Partial Domain Adaptation May 3, 2025 Domain Adaptation Partial Domain Adaptation
— Unverified A Sensor Agnostic Domain Generalization Framework for Leveraging Geospatial Foundation Models: Enhancing Semantic Segmentation viaSynergistic Pseudo-Labeling and Generative Learning May 2, 2025 Crop Yield Prediction Domain Adaptation
Code Code Available Subset Selection for Fine-Tuning: A Utility-Diversity Balanced Approach for Mathematical Domain Adaptation May 2, 2025 Diversity Domain Adaptation
— Unverified A Domain Adaptation of Large Language Models for Classifying Mechanical Assembly Components May 2, 2025 Domain Adaptation
— Unverified DARTer: Dynamic Adaptive Representation Tracker for Nighttime UAV Tracking May 1, 2025 Domain Adaptation
— Unverified CMD: Constraining Multimodal Distribution for Domain Adaptation in Stereo Matching Apr 30, 2025 Domain Adaptation Stereo Matching
Code Code Available Towards Space Group Determination from EBSD Patterns: The Role of Deep Learning and High-throughput Dynamical Simulations Apr 30, 2025 Domain Adaptation
— Unverified Learning and Generalization with Mixture Data Apr 29, 2025 Domain Adaptation Federated Learning
— Unverified Knowledge Distillation of Domain-adapted LLMs for Question-Answering in Telecom Apr 28, 2025 Domain Adaptation Knowledge Distillation
— Unverified ClearVision: Leveraging CycleGAN and SigLIP-2 for Robust All-Weather Classification in Traffic Camera Imagery Apr 28, 2025 All Contrastive Learning
— Unverified ChiseLLM: Unleashing the Power of Reasoning LLMs for Chisel Agile Hardware Development Apr 27, 2025 Code Generation Domain Adaptation
Code Code Available What is the Added Value of UDA in the VFM Era? Apr 25, 2025 Autonomous Driving Domain Adaptation
Code Code Available Fault Diagnosis in New Wind Turbines using Knowledge from Existing Turbines by Generative Domain Adaptation Apr 24, 2025 Anomaly Detection Domain Adaptation
— Unverified Instruction-Tuning Data Synthesis from Scratch via Web Reconstruction Apr 22, 2025 Diversity Domain Adaptation
Code Code Available SAGA: Semantic-Aware Gray color Augmentation for Visible-to-Thermal Domain Adaptation across Multi-View Drone and Ground-Based Vision Systems Apr 22, 2025 Autonomous Driving Domain Adaptation
Code Code Available Learning Compositional Transferability of Time Series for Source-Free Domain Adaptation Apr 21, 2025 Domain Adaptation Source-Free Domain Adaptation
— Unverified PEFT A2Z: Parameter-Efficient Fine-Tuning Survey for Large Language and Vision Models Apr 19, 2025 Domain Adaptation Federated Learning
— Unverified Revisiting CLIP for SF-OSDA: Unleashing Zero-Shot Potential with Adaptive Threshold and Training-Free Feature Filtering Apr 19, 2025 Domain Adaptation
— Unverified CLIP-Powered Domain Generalization and Domain Adaptation: A Comprehensive Survey Apr 19, 2025 Computational Efficiency Domain Adaptation
Code Code Available Adaptation Method for Misinformation Identification Apr 19, 2025 Diversity Domain Adaptation
— Unverified 