Lightweight Dataset Pruning without Full Training via Example Difficulty and Prediction Uncertainty Feb 10, 2025 image-classification Image Classification
Code Code Available 1From Pixels to Components: Eigenvector Masking for Visual Representation Learning Feb 10, 2025 image-classification Image Classification
Code Code Available 1Gompertz Linear Units: Leveraging Asymmetry for Enhanced Learning Dynamics Feb 5, 2025 image-classification Image Classification
Code Code Available 1Polynomial, trigonometric, and tropical activations Feb 3, 2025 image-classification Image Classification
Code Code Available 1SPECIAL: Zero-shot Hyperspectral Image Classification With CLIP Jan 27, 2025 Classification Hyperspectral Image Classification
Code Code Available 1Communication-Efficient Federated Learning Based on Explanation-Guided Pruning for Remote Sensing Image Classification Jan 20, 2025 Federated Learning image-classification
Code Code Available 1Merging Feed-Forward Sublayers for Compressed Transformers Jan 10, 2025 image-classification Image Classification
Code Code Available 1Online Continual Learning: A Systematic Literature Review of Approaches, Challenges, and Benchmarks Jan 9, 2025 Continual Learning image-classification
Code Code Available 1VisionGRU: A Linear-Complexity RNN Model for Efficient Image Analysis Dec 24, 2024 image-classification Image Classification
Code Code Available 1Beyond Gradient Averaging in Parallel Optimization: Improved Robustness through Gradient Agreement Filtering Dec 24, 2024 image-classification Image Classification
Code Code Available 1Towards Interpretable Radiology Report Generation via Concept Bottlenecks using a Multi-Agentic RAG Dec 20, 2024 Classification image-classification
Code Code Available 1Continual Learning Using a Kernel-Based Method Over Foundation Models Dec 20, 2024 class-incremental learning Class Incremental Learning
Code Code Available 1Mamba2D: A Natively Multi-Dimensional State-Space Model for Vision Tasks Dec 20, 2024 image-classification Image Classification
Code Code Available 1Does VLM Classification Benefit from LLM Description Semantics? Dec 16, 2024 Classification image-classification
Code Code Available 1RapidNet: Multi-Level Dilated Convolution Based Mobile Backbone Dec 14, 2024 image-classification Image Classification
Code Code Available 1Revisiting Weight Averaging for Model Merging Dec 11, 2024 image-classification Image Classification
Code Code Available 1IMPACT: A Large-scale Integrated Multimodal Patent Analysis and Creation Dataset for Design Patents Dec 10, 2024 Cross-Modal Retrieval Image Classification
Code Code Available 1Sparse autoencoders reveal selective remapping of visual concepts during adaptation Dec 6, 2024 image-classification Image Classification
Code Code Available 1Grounding Descriptions in Images informs Zero-Shot Visual Recognition Dec 5, 2024 Attribute Benchmarking
Code Code Available 1Dual-Branch Subpixel-Guided Network for Hyperspectral Image Classification Dec 5, 2024 Classification Diagnostic
Code Code Available 1Token Cropr: Faster ViTs for Quite a Few Tasks Dec 1, 2024 image-classification Image Classification
Code Code Available 1On the Performance Analysis of Momentum Method: A Frequency Domain Perspective Nov 29, 2024 Image Classification
Code Code Available 1CLIP meets DINO for Tuning Zero-Shot Classifier using Unlabeled Image Collections Nov 28, 2024 image-classification Image Classification
Code Code Available 1Vision Mamba Distillation for Low-resolution Fine-grained Image Classification Nov 27, 2024 Classification Fine-Grained Image Classification
Code Code Available 1Spectral-Spatial Transformer with Active Transfer Learning for Hyperspectral Image Classification Nov 27, 2024 Active Learning Classification Of Hyperspectral Images
Code Code Available 1FOCUS: Knowledge-enhanced Adaptive Visual Compression for Few-shot Whole Slide Image Classification Nov 22, 2024 Diagnostic Few-Shot Learning
Code Code Available 1CODE-CL: Conceptor-Based Gradient Projection for Deep Continual Learning Nov 21, 2024 Continual Learning Image Classification
Code Code Available 1MetaLA: Unified Optimal Linear Approximation to Softmax Attention Map Nov 16, 2024 image-classification Image Classification
Code Code Available 1Vision Eagle Attention: a new lens for advancing image classification Nov 15, 2024 image-classification Image Classification
Code Code Available 1HMIL: Hierarchical Multi-Instance Learning for Fine-Grained Whole Slide Image Classification Nov 12, 2024 Classification Contrastive Learning
Code Code Available 1Training objective drives the consistency of representational similarity across datasets Nov 8, 2024 image-classification Image Classification
Code Code Available 1RaVL: Discovering and Mitigating Spurious Correlations in Fine-Tuned Vision-Language Models Nov 6, 2024 image-classification Image Classification
Code Code Available 1Interpretable Image Classification with Adaptive Prototype-based Vision Transformers Oct 28, 2024 image-classification Image Classification
Code Code Available 1FewVS: A Vision-Semantics Integration Framework for Few-Shot Image Classification Oct 28, 2024 Few-Shot Image Classification Few-Shot Learning
Code Code Available 1Is Less More? Exploring Token Condensation as Training-free Adaptation for CLIP Oct 16, 2024 image-classification Image Classification
Code Code Available 1Interpreting and Analysing CLIP's Zero-Shot Image Classification via Mutual Knowledge Oct 16, 2024 Classification image-classification
Code Code Available 1GlobalMamba: Global Image Serialization for Vision Mamba Oct 14, 2024 image-classification Image Classification
Code Code Available 1Robust 3D Point Clouds Classification based on Declarative Defenders Oct 13, 2024 3D Point Cloud Classification image-classification
Code Code Available 1DeBiFormer: Vision Transformer with Deformable Agent Bi-level Routing Attention Oct 11, 2024 image-classification Image Classification
Code Code Available 1Bilinear MLPs enable weight-based mechanistic interpretability Oct 10, 2024 image-classification Image Classification
Code Code Available 1QuadMamba: Learning Quadtree-based Selective Scan for Visual State Space Model Oct 9, 2024 image-classification Image Classification
Code Code Available 1Parameter Efficient Fine-tuning via Explained Variance Adaptation Oct 9, 2024 All image-classification
Code Code Available 1NegMerge: Consensual Weight Negation for Strong Machine Unlearning Oct 8, 2024 image-classification Image Classification
Code Code Available 1FACMIC: Federated Adaptative CLIP Model for Medical Image Classification Oct 8, 2024 Domain Adaptation Federated Learning
Code Code Available 1SELECT: A Large-Scale Benchmark of Data Curation Strategies for Image Classification Oct 7, 2024 image-classification Image Classification
Code Code Available 1MONICA: Benchmarking on Long-tailed Medical Image Classification Oct 2, 2024 Benchmarking Classification
Code Code Available 1Vision-Language Models are Strong Noisy Label Detectors Sep 29, 2024 Denoising image-classification
Code Code Available 1All-in-One Image Coding for Joint Human-Machine Vision with Multi-Path Aggregation Sep 29, 2024 All Data Compression
Code Code Available 1Realistic Evaluation of Model Merging for Compositional Generalization Sep 26, 2024 image-classification Image Classification
Code Code Available 1Uni-Med: A Unified Medical Generalist Foundation Model For Multi-Task Learning Via Connector-MoE Sep 26, 2024 image-classification Image Classification
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