Augmenting Convolutional networks with attention-based aggregation Dec 27, 2021 Classification Image Classification
Code Code Available 1ELSA: Enhanced Local Self-Attention for Vision Transformer Dec 23, 2021 Image Classification Instance Segmentation
Code Code Available 1RepMLPNet: Hierarchical Vision MLP with Re-parameterized Locality Dec 21, 2021 Image Classification Semantic Segmentation
Code Code Available 1Learned Queries for Efficient Local Attention Dec 21, 2021 Image Classification Object Detection
Code Code Available 1Transformers Can Do Bayesian Inference Dec 20, 2021 AutoML Bayesian Inference
Code Code Available 1HarmoFL: Harmonizing Local and Global Drifts in Federated Learning on Heterogeneous Medical Images Dec 20, 2021 Federated Learning image-classification
Code Code Available 1UniMiSS: Universal Medical Self-Supervised Learning via Breaking Dimensionality Barrier Dec 17, 2021 Image Classification Medical Image Analysis
Code Code Available 1Towards End-to-End Image Compression and Analysis with Transformers Dec 17, 2021 Classification image-classification
Code Code Available 1Pixel Distillation: A New Knowledge Distillation Scheme for Low-Resolution Image Recognition Dec 17, 2021 image-classification Image Classification
Code Code Available 1An Empirical Investigation of the Role of Pre-training in Lifelong Learning Dec 16, 2021 Continual Learning image-classification
Code Code Available 1RegionCLIP: Region-based Language-Image Pretraining Dec 16, 2021 image-classification Image Classification
Code Code Available 1Pure Noise to the Rescue of Insufficient Data: Improving Imbalanced Classification by Training on Random Noise Images Dec 16, 2021 Data Augmentation image-classification
Code Code Available 1Learning to Prompt for Continual Learning Dec 16, 2021 class-incremental learning Class Incremental Learning
Code Code Available 1Towards General and Efficient Active Learning Dec 15, 2021 Active Learning Depth Estimation
Code Code Available 1Heuristic Hyperparameter Optimization for Convolutional Neural Networks using Genetic Algorithm Dec 14, 2021 Hyperparameter Optimization image-classification
Code Code Available 1AdaViT: Adaptive Tokens for Efficient Vision Transformer Dec 14, 2021 Efficient ViTs image-classification
Code Code Available 1WOOD: Wasserstein-based Out-of-Distribution Detection Dec 13, 2021 image-classification Image Classification
Code Code Available 1Simple and Robust Loss Design for Multi-Label Learning with Missing Labels Dec 13, 2021 image-classification Image Classification
Code Code Available 1Boosting Active Learning via Improving Test Performance Dec 10, 2021 Active Learning Electron Tomography
Code Code Available 1Visual Transformers with Primal Object Queries for Multi-Label Image Classification Dec 10, 2021 Decoder image-classification
Code Code Available 1The Large Labelled Logo Dataset (L3D): A Multipurpose and Hand-Labelled Continuously Growing Dataset Dec 10, 2021 Classification Image Classification
Code Code Available 1Locally Shifted Attention With Early Global Integration Dec 9, 2021 image-classification Image Classification
Code Code Available 1PE-former: Pose Estimation Transformer Dec 9, 2021 Decoder image-classification
Code Code Available 1Obtaining Calibrated Probabilities with Personalized Ranking Models Dec 9, 2021 image-classification Image Classification
Code Code Available 1A Contrastive Distillation Approach for Incremental Semantic Segmentation in Aerial Images Dec 7, 2021 image-classification Image Classification
Code Code Available 1Dilated convolution with learnable spacings Dec 7, 2021 Image Classification Object Detection
Code Code Available 1Interpretable Image Classification with Differentiable Prototypes Assignment Dec 6, 2021 Classification image-classification
Code Code Available 1Scaling Up Influence Functions Dec 6, 2021 image-classification Image Classification
Code Code Available 1Hard Sample Aware Noise Robust Learning for Histopathology Image Classification Dec 5, 2021 Classification image-classification
Code Code Available 1Novel Class Discovery in Semantic Segmentation Dec 3, 2021 image-classification Image Classification
Code Code Available 1A Survey: Deep Learning for Hyperspectral Image Classification with Few Labeled Samples Dec 3, 2021 Active Learning Deep Learning
Code Code Available 1A Fast Knowledge Distillation Framework for Visual Recognition Dec 2, 2021 image-classification Image Classification
Code Code Available 1FIBA: Frequency-Injection based Backdoor Attack in Medical Image Analysis Dec 2, 2021 Artifact Detection Backdoor Attack
Code Code Available 1Sample Prior Guided Robust Model Learning to Suppress Noisy Labels Dec 2, 2021 Image Classification Learning with noisy labels
Code Code Available 1MViTv2: Improved Multiscale Vision Transformers for Classification and Detection Dec 2, 2021 Action Classification Action Recognition
Code Code Available 1Is RobustBench/AutoAttack a suitable Benchmark for Adversarial Robustness? Dec 2, 2021 Adversarial Attack Detection Adversarial Robustness
Code Code Available 1Revitalizing CNN Attention via Transformers in Self-Supervised Visual Representation Learning Dec 1, 2021 image-classification Image Classification
Code Code Available 1Pooling by Sliced-Wasserstein Embedding Dec 1, 2021 Graph Learning image-classification
Code Code Available 1The Majority Can Help The Minority: Context-rich Minority Oversampling for Long-tailed Classification Dec 1, 2021 Image Classification Long-tail Learning
Code Code Available 1Focal Attention for Long-Range Interactions in Vision Transformers Dec 1, 2021 image-classification Image Classification
Code Code Available 1Semi-supervised music emotion recognition using noisy student training and harmonic pitch class profiles Dec 1, 2021 Emotion Recognition image-classification
Code Code Available 1The Devil is in the Margin: Margin-based Label Smoothing for Network Calibration Nov 30, 2021 image-classification Image Classification
Code Code Available 1Sound-Guided Semantic Image Manipulation Nov 30, 2021 Audio Classification image-classification
Code Code Available 1MapReader: A Computer Vision Pipeline for the Semantic Exploration of Maps at Scale Nov 30, 2021 16k Image Classification
Code Code Available 1Adaptive Token Sampling For Efficient Vision Transformers Nov 30, 2021 Efficient ViTs image-classification
Code Code Available 1Learning with Noisy Labels by Efficient Transition Matrix Estimation to Combat Label Miscorrection Nov 29, 2021 Image Classification Learning with noisy labels
Code Code Available 1Deformable ProtoPNet: An Interpretable Image Classifier Using Deformable Prototypes Nov 29, 2021 Fairness Image Classification
Code Code Available 1ExCon: Explanation-driven Supervised Contrastive Learning for Image Classification Nov 28, 2021 Adversarial Robustness Classification
Code Code Available 1TDAM: Top-Down Attention Module for Contextually Guided Feature Selection in CNNs Nov 26, 2021 feature selection Image Classification
Code Code Available 1VL-LTR: Learning Class-wise Visual-Linguistic Representation for Long-Tailed Visual Recognition Nov 26, 2021 Image Classification Long-tail Learning
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