| Helping CLIP See Both the Forest and the Trees: A Decomposition and Description Approach | Jul 4, 2025 | AttributeContrastive Learning | —Unverified | 0 |
| DC-TTA: Divide-and-Conquer Framework for Test-Time Adaptation of Interactive Segmentation | Jun 29, 2025 | Camouflaged Object SegmentationInteractive Segmentation | —Unverified | 0 |
| Recognizing Surgical Phases Anywhere: Few-Shot Test-time Adaptation and Task-graph Guided Refinement | Jun 25, 2025 | Surgical phase recognitionTest-time Adaptation | CodeCode Available | 0 |
| Keeping Medical AI Healthy: A Review of Detection and Correction Methods for System Degradation | Jun 20, 2025 | Test-time Adaptation | —Unverified | 0 |
| Exploring Audio Cues for Enhanced Test-Time Video Model Adaptation | Jun 14, 2025 | Test-time AdaptationVideo Classification | CodeCode Available | 0 |
| Test-Time Adaptation for Generalizable Task Progress Estimation | Jun 11, 2025 | In-Context LearningMeta-Learning | —Unverified | 0 |
| SUTA-LM: Bridging Test-Time Adaptation and Language Model Rescoring for Robust ASR | Jun 10, 2025 | Language ModelingLanguage Modelling | —Unverified | 0 |
| E-BATS: Efficient Backpropagation-Free Test-Time Adaptation for Speech Foundation Models | Jun 8, 2025 | GPUTest-time Adaptation | —Unverified | 0 |
| Stepwise Decomposition and Dual-stream Focus: A Novel Approach for Training-free Camouflaged Object Segmentation | Jun 7, 2025 | Camouflaged Object SegmentationFeature Correlation | CodeCode Available | 0 |
| SAM-aware Test-time Adaptation for Universal Medical Image Segmentation | Jun 5, 2025 | Image SegmentationMedical Image Segmentation | CodeCode Available | 0 |
| AVROBUSTBENCH: Benchmarking the Robustness of Audio-Visual Recognition Models at Test-Time | May 31, 2025 | BenchmarkingTest-time Adaptation | CodeCode Available | 1 |
| From Controlled Scenarios to Real-World: Cross-Domain Degradation Pattern Matching for All-in-One Image Restoration | May 28, 2025 | AllContrastive Learning | —Unverified | 0 |
| Test-Time Adaptation of Vision-Language Models for Open-Vocabulary Semantic Segmentation | May 28, 2025 | image-classificationImage Classification | CodeCode Available | 1 |
| Energy-based Preference Optimization for Test-time Adaptation | May 26, 2025 | Computational EfficiencyTest-time Adaptation | —Unverified | 0 |
| JEDI: The Force of Jensen-Shannon Divergence in Disentangling Diffusion Models | May 25, 2025 | DisentanglementTest-time Adaptation | —Unverified | 0 |
| Test-Time Adaptation with Binary Feedback | May 24, 2025 | Test-time Adaptation | CodeCode Available | 0 |
| MADCAT: Combating Malware Detection Under Concept Drift with Test-Time Adaptation | May 24, 2025 | Android Malware DetectionDecoder | —Unverified | 0 |
| Think Twice before Adaptation: Improving Adaptability of DeepFake Detection via Online Test-Time Adaptation | May 24, 2025 | DeepFake DetectionFace Swapping | CodeCode Available | 0 |
| Dynamic Manipulation of Deformable Objects in 3D: Simulation, Benchmark and Learning Strategy | May 23, 2025 | Imitation LearningTest-time Adaptation | —Unverified | 0 |
| DART^3: Leveraging Distance for Test Time Adaptation in Person Re-Identification | May 23, 2025 | Domain AdaptationImage Retrieval | —Unverified | 0 |
| CodeMerge: Codebook-Guided Model Merging for Robust Test-Time Adaptation in Autonomous Driving | May 22, 2025 | 3D Object DetectionAutonomous Driving | —Unverified | 0 |
| TRAIL: Transferable Robust Adversarial Images via Latent diffusion | May 22, 2025 | DenoisingTest-time Adaptation | —Unverified | 0 |
| Higher-Order Asymptotics of Test-Time Adaptation for Batch Normalization Statistics | May 22, 2025 | Test-time Adaptation | —Unverified | 0 |
| Ranked Entropy Minimization for Continual Test-Time Adaptation | May 22, 2025 | Test-time Adaptation | CodeCode Available | 2 |
| ReservoirTTA: Prolonged Test-time Adaptation for Evolving and Recurring Domains | May 20, 2025 | Online ClusteringSemantic Segmentation | —Unverified | 0 |
| AdaKWS: Towards Robust Keyword Spotting with Test-Time Adaptation | May 20, 2025 | Keyword SpottingTest-time Adaptation | —Unverified | 0 |
| FedCTTA: A Collaborative Approach to Continual Test-Time Adaptation in Federated Learning | May 19, 2025 | Federated LearningPrivacy Preserving | —Unverified | 0 |
| From Local Details to Global Context: Advancing Vision-Language Models with Attention-Based Selection | May 19, 2025 | feature selectionOut-of-Distribution Generalization | CodeCode Available | 1 |
| Uniformity First: Uniformity-aware Test-time Adaptation of Vision-language Models against Image Corruption | May 19, 2025 | Knowledge DistillationTest-time Adaptation | CodeCode Available | 0 |
| MINGLE: Mixtures of Null-Space Gated Low-Rank Experts for Test-Time Continual Model Merging | May 17, 2025 | Continual LearningMixture-of-Experts | —Unverified | 0 |
| UrbanMind: Urban Dynamics Prediction with Multifaceted Spatial-Temporal Large Language Models | May 16, 2025 | Test-time Adaptation | —Unverified | 0 |
| FRET: Feature Redundancy Elimination for Test Time Adaptation | May 15, 2025 | Contrastive LearningTest-time Adaptation | —Unverified | 0 |
| APCoTTA: Continual Test-Time Adaptation for Semantic Segmentation of Airborne LiDAR Point Clouds | May 15, 2025 | Point Cloud SegmentationScene Understanding | CodeCode Available | 0 |
| Threshold Modulation for Online Test-Time Adaptation of Spiking Neural Networks | May 8, 2025 | Image ClassificationTest-time Adaptation | CodeCode Available | 0 |
| SEVA: Leveraging Single-Step Ensemble of Vicinal Augmentations for Test-Time Adaptation | May 7, 2025 | Test-time Adaptation | —Unverified | 0 |
| Mitigating Image Captioning Hallucinations in Vision-Language Models | May 6, 2025 | HallucinationHallucination Evaluation | —Unverified | 0 |
| TeDA: Boosting Vision-Lanuage Models for Zero-Shot 3D Object Retrieval via Testing-time Distribution Alignment | May 5, 2025 | 3D Object RetrievalLanguage Modeling | CodeCode Available | 0 |
| On-demand Test-time Adaptation for Edge Devices | May 2, 2025 | Test-time Adaptation | —Unverified | 0 |
| BoTTA: Benchmarking on-device Test Time Adaptation | Apr 14, 2025 | BenchmarkingTest-time Adaptation | —Unverified | 0 |
| Geometric Consistency Refinement for Single Image Novel View Synthesis via Test-Time Adaptation of Diffusion Models | Apr 11, 2025 | Novel View SynthesisTest-time Adaptation | —Unverified | 0 |
| Self-Bootstrapping for Versatile Test-Time Adaptation | Apr 10, 2025 | Test-time Adaptation | —Unverified | 0 |
| SPACE: SPike-Aware Consistency Enhancement for Test-Time Adaptation in Spiking Neural Networks | Apr 3, 2025 | Test-time Adaptation | —Unverified | 0 |
| Test-time Adaptation for Foundation Medical Segmentation Model without Parametric Updates | Apr 2, 2025 | Computational EfficiencyImage Segmentation | —Unverified | 0 |
| COSMIC: Clique-Oriented Semantic Multi-space Integration for Robust CLIP Test-Time Adaptation | Mar 30, 2025 | Test-time Adaptation | CodeCode Available | 1 |
| FIESTA: Fisher Information-based Efficient Selective Test-time Adaptation | Mar 29, 2025 | Facial Expression RecognitionTest-time Adaptation | —Unverified | 0 |
| SURGEON: Memory-Adaptive Fully Test-Time Adaptation via Dynamic Activation Sparsity | Mar 26, 2025 | Test-time Adaptation | CodeCode Available | 2 |
| D2SA: Dual-Stage Distribution and Slice Adaptation for Efficient Test-Time Adaptation in MRI Reconstruction | Mar 25, 2025 | MRI ReconstructionSelf-Supervised Learning | —Unverified | 0 |
| Mitigating Cache Noise in Test-Time Adaptation for Large Vision-Language Models | Mar 24, 2025 | Test-time Adaptation | —Unverified | 0 |
| LeanTTA: A Backpropagation-Free and Stateless Approach to Quantized Test-Time Adaptation on Edge Devices | Mar 20, 2025 | QuantizationTest-time Adaptation | —Unverified | 0 |
| SCAP: Transductive Test-Time Adaptation via Supportive Clique-based Attribute Prompting | Mar 17, 2025 | AttributeTest-time Adaptation | CodeCode Available | 0 |