BitQ: Tailoring Block Floating Point Precision for Improved DNN Efficiency on Resource-Constrained Devices Sep 25, 2024 image-classification Image Classification
Code Code Available 1HVT: A Comprehensive Vision Framework for Learning in Non-Euclidean Space Sep 25, 2024 image-classification Image Classification
Code Code Available 1DecoupleNet: A Lightweight Backbone Network With Efficient Feature Decoupling for Remote Sensing Visual Tasks Sep 23, 2024 ARC Computational Efficiency
Code Code Available 1SparX: A Sparse Cross-Layer Connection Mechanism for Hierarchical Vision Mamba and Transformer Networks Sep 15, 2024 Image Classification Object Detection
Code Code Available 1Finetuning CLIP to Reason about Pairwise Differences Sep 15, 2024 Attribute Contrastive Learning
Code Code Available 1Real-world Adversarial Defense against Patch Attacks based on Diffusion Model Sep 14, 2024 Adversarial Defense Face Recognition
Code Code Available 1Anytime Continual Learning for Open Vocabulary Classification Sep 13, 2024 Classification Continual Learning
Code Code Available 1Enhancing Few-Shot Image Classification through Learnable Multi-Scale Embedding and Attention Mechanisms Sep 12, 2024 Cross-Domain Few-Shot Few-Shot Image Classification
Code Code Available 1EntAugment: Entropy-Driven Adaptive Data Augmentation Framework for Image Classification Sep 10, 2024 Data Augmentation image-classification
Code Code Available 1PatchAlign:Fair and Accurate Skin Disease Image Classification by Alignment with Clinical Labels Sep 8, 2024 Fairness image-classification
Code Code Available 1LowFormer: Hardware Efficient Design for Convolutional Transformer Backbones Sep 5, 2024 CPU GPU
Code Code Available 1FC-KAN: Function Combinations in Kolmogorov-Arnold Networks Sep 3, 2024 Image Classification Kolmogorov-Arnold Networks
Code Code Available 1Spatial-Aware Conformal Prediction for Trustworthy Hyperspectral Image Classification Sep 2, 2024 Classification Conformal Prediction
Code Code Available 1Stochastic Layer-Wise Shuffle: A Good Practice to Improve Vision Mamba Training Aug 30, 2024 Image Classification Mamba
Code Code Available 1Inversion Circle Interpolation: Diffusion-based Image Augmentation for Data-scarce Classification Aug 29, 2024 Classification Data Augmentation
Code Code Available 1DCT-CryptoNets: Scaling Private Inference in the Frequency Domain Aug 27, 2024 image-classification Image Classification
Code Code Available 1MSFMamba: Multi-Scale Feature Fusion State Space Model for Multi-Source Remote Sensing Image Classification Aug 26, 2024 Computational Efficiency image-classification
Code Code Available 1GenFormer -- Generated Images are All You Need to Improve Robustness of Transformers on Small Datasets Aug 26, 2024 All Data Augmentation
Code Code Available 1Approaching Deep Learning through the Spectral Dynamics of Weights Aug 21, 2024 Deep Learning image-classification
Code Code Available 1MSCPT: Few-shot Whole Slide Image Classification with Multi-scale and Context-focused Prompt Tuning Aug 21, 2024 image-classification Image Classification
Code Code Available 1Efficient Image-to-Image Diffusion Classifier for Adversarial Robustness Aug 16, 2024 Adversarial Robustness image-classification
Code Code Available 1Towards flexible perception with visual memory Aug 15, 2024 image-classification Image Classification
Code Code Available 1Category-Prompt Refined Feature Learning for Long-Tailed Multi-Label Image Classification Aug 15, 2024 image-classification Image Classification
Code Code Available 1Towards Cross-Domain Single Blood Cell Image Classification via Large-Scale LoRA-based Segment Anything Model Aug 13, 2024 image-classification Image Classification
Code Code Available 1Boosting Memory Efficiency in Transfer Learning for High-Resolution Medical Image Classification Aug 5, 2024 image-classification Image Classification
Code Code Available 1Counterfactual Explanations for Medical Image Classification and Regression using Diffusion Autoencoder Aug 2, 2024 counterfactual image-classification
Code Code Available 1Spatial and Spatial-Spectral Morphological Mamba for Hyperspectral Image Classification Aug 2, 2024 Classification Computational Efficiency
Code Code Available 1LADDER: Language Driven Slice Discovery and Error Rectification Jul 31, 2024 Attribute Clustering
Code Code Available 1Depth-Wise Convolutions in Vision Transformers for Efficient Training on Small Datasets Jul 28, 2024 image-classification Image Classification
Code Code Available 1SAM-MIL: A Spatial Contextual Aware Multiple Instance Learning Approach for Whole Slide Image Classification Jul 25, 2024 image-classification Image Classification
Code Code Available 1Mew: Multiplexed Immunofluorescence Image Analysis through an Efficient Multiplex Network Jul 25, 2024 Graph Neural Network image-classification
Code Code Available 1LiteGPT: Large Vision-Language Model for Joint Chest X-ray Localization and Classification Task Jul 16, 2024 image-classification Image Classification
Code Code Available 1Augmented Neural Fine-Tuning for Efficient Backdoor Purification Jul 14, 2024 Action Recognition Data Augmentation
Code Code Available 1On Exact Bit-level Reversible Transformers Without Changing Architectures Jul 12, 2024 image-classification Image Classification
Code Code Available 1BiasPruner: Debiased Continual Learning for Medical Image Classification Jul 11, 2024 Classification Continual Learning
Code Code Available 1Histopathological Image Classification with Cell Morphology Aware Deep Neural Networks Jul 11, 2024 Diagnostic Histopathological Image Classification
Code Code Available 1GraphMamba: An Efficient Graph Structure Learning Vision Mamba for Hyperspectral Image Classification Jul 11, 2024 Computational Efficiency Graph structure learning
Code Code Available 1Trainable Highly-expressive Activation Functions Jul 10, 2024 image-classification Image Classification
Code Code Available 1Dual-stage Hyperspectral Image Classification Model with Spectral Supertoken Jul 10, 2024 Classification Classification Consistency
Code Code Available 1Multi-Label Plant Species Classification with Self-Supervised Vision Transformers Jul 8, 2024 image-classification Image Classification
Code Code Available 1Momentum Auxiliary Network for Supervised Local Learning Jul 8, 2024 GPU image-classification
Code Code Available 1HyperKAN: Kolmogorov-Arnold Networks make Hyperspectral Image Classificators Smarter Jul 7, 2024 Classification Hyperspectral Image Classification
Code Code Available 1PDiscoFormer: Relaxing Part Discovery Constraints with Vision Transformers Jul 5, 2024 Fine-Grained Image Classification Image Classification
Code Code Available 1reBEN: Refined BigEarthNet Dataset for Remote Sensing Image Analysis Jul 4, 2024 image-classification Image Classification
Code Code Available 1Embedded Prompt Tuning: Towards Enhanced Calibration of Pretrained Models for Medical Images Jul 1, 2024 Cross-Domain Few-Shot image-classification
Code Code Available 1Increasing Model Capacity for Free: A Simple Strategy for Parameter Efficient Fine-tuning Jul 1, 2024 image-classification Image Classification
Code Code Available 1Fibottention: Inceptive Visual Representation Learning with Diverse Attention Across Heads Jun 27, 2024 Diversity image-classification
Code Code Available 1FedMLP: Federated Multi-Label Medical Image Classification under Task Heterogeneity Jun 27, 2024 Federated Learning image-classification
Code Code Available 1ViT-1.58b: Mobile Vision Transformers in the 1-bit Era Jun 26, 2024 image-classification Image Classification
Code Code Available 1Implicit-Zoo: A Large-Scale Dataset of Neural Implicit Functions for 2D Images and 3D Scenes Jun 25, 2024 GPU image-classification
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