Vision Transformers with Hierarchical Attention Jun 6, 2021 image-classification Image Classification
Code Code Available 1Meta-Learning with Fewer Tasks through Task Interpolation Jun 4, 2021 image-classification Image Classification
Code Code Available 1RegionViT: Regional-to-Local Attention for Vision Transformers Jun 4, 2021 Action Recognition image-classification
Code Code Available 1Predify: Augmenting deep neural networks with brain-inspired predictive coding dynamics Jun 4, 2021 image-classification Image Classification
Code Code Available 1FedBABU: Towards Enhanced Representation for Federated Image Classification Jun 4, 2021 Classification Federated Learning
Code Code Available 1Efficient Classification of Very Large Images with Tiny Objects Jun 4, 2021 Classification GPU
Code Code Available 1DynamicViT: Efficient Vision Transformers with Dynamic Token Sparsification Jun 3, 2021 Blocking Efficient ViTs
Code Code Available 1Evidential Turing Processes Jun 2, 2021 Image Classification Uncertainty Quantification
Code Code Available 1TransMIL: Transformer based Correlated Multiple Instance Learning for Whole Slide Image Classification Jun 2, 2021 Classification image-classification
Code Code Available 1Towards Robust Classification Model by Counterfactual and Invariant Data Generation Jun 2, 2021 Classification counterfactual
Code Code Available 1Container: Context Aggregation Network Jun 2, 2021 Image Classification Inductive Bias
Code Code Available 1Hyperspectral Band Selection for Multispectral Image Classification with Convolutional Networks Jun 1, 2021 Classification feature selection
Code Code Available 1MSG-Transformer: Exchanging Local Spatial Information by Manipulating Messenger Tokens May 31, 2021 CPU GPU
Code Code Available 1Not All Images are Worth 16x16 Words: Dynamic Transformers for Efficient Image Recognition May 31, 2021 All Computational Efficiency
Code Code Available 1Effect of Pre-Training Scale on Intra- and Inter-Domain Full and Few-Shot Transfer Learning for Natural and Medical X-Ray Chest Images May 31, 2021 Few-Shot Learning Image Classification
Code Code Available 1TransMatcher: Deep Image Matching Through Transformers for Generalizable Person Re-identification May 30, 2021 Decoder Generalizable Person Re-identification
Code Code Available 1EPSANet: An Efficient Pyramid Squeeze Attention Block on Convolutional Neural Network May 30, 2021 image-classification Image Classification
Code Code Available 1Less is More: Pay Less Attention in Vision Transformers May 29, 2021 image-classification Image Classification
Code Code Available 1A Spectral-Spatial-Dependent Global Learning Framework for Insufficient and Imbalanced Hyperspectral Image Classification May 29, 2021 Classification Hyperspectral Image Classification
Code Code Available 1ResT: An Efficient Transformer for Visual Recognition May 28, 2021 Diversity image-classification
Code Code Available 1Hamiltonian Deep Neural Networks Guaranteeing Non-vanishing Gradients by Design May 27, 2021 image-classification Image Classification
Code Code Available 1Predict then Interpolate: A Simple Algorithm to Learn Stable Classifiers May 26, 2021 image-classification Image Classification
Code Code Available 1Nested Hierarchical Transformer: Towards Accurate, Data-Efficient and Interpretable Visual Understanding May 26, 2021 Decoder Image Classification
Code Code Available 1FedScale: Benchmarking Model and System Performance of Federated Learning at Scale May 24, 2021 Benchmarking Federated Learning
Code Code Available 1AutoLRS: Automatic Learning-Rate Schedule by Bayesian Optimization on the Fly May 22, 2021 Bayesian Optimisation Bayesian Optimization
Code Code Available 1Extremely Lightweight Quantization Robust Real-Time Single-Image Super Resolution for Mobile Devices May 21, 2021 image-classification Image Classification
Code Code Available 1Superpixel-based Knowledge Infusion in Deep Neural Networks for Image Classification May 20, 2021 Face Recognition Graph Neural Network
Code Code Available 1Comparing Kullback-Leibler Divergence and Mean Squared Error Loss in Knowledge Distillation May 19, 2021 Image Classification Knowledge Distillation
Code Code Available 1A Novel lightweight Convolutional Neural Network, ExquisiteNetV2 May 19, 2021 Classification Image Classification
Code Code Available 1Relative Positional Encoding for Transformers with Linear Complexity May 18, 2021 Gaussian Processes Image Classification
Code Code Available 1Sparse Spiking Gradient Descent May 18, 2021 Audio Classification Image Classification
Code Code Available 1Towards Robust Vision Transformer May 17, 2021 Domain Generalization Image Classification
Code Code Available 1Vision Transformers are Robust Learners May 17, 2021 Anomaly Detection Image Classification
Code Code Available 1Pay Attention to MLPs May 17, 2021 Image Classification Natural Language Inference
Code Code Available 1Semi-Supervised Classification and Segmentation on High Resolution Aerial Images May 16, 2021 Classification image-classification
Code Code Available 1MutualNet: Adaptive ConvNet via Mutual Learning from Different Model Configurations May 14, 2021 Action Recognition image-classification
Code Code Available 1Segmenter: Transformer for Semantic Segmentation May 12, 2021 Decoder image-classification
Code Code Available 1Generalized Jensen-Shannon Divergence Loss for Learning with Noisy Labels May 10, 2021 Image Classification Learning with noisy labels
Code Code Available 1A Bregman Learning Framework for Sparse Neural Networks May 10, 2021 Denoising Image Classification
Code Code Available 1Conformer: Local Features Coupling Global Representations for Visual Recognition May 9, 2021 Image Classification Instance Segmentation
Code Code Available 1Truly shift-equivariant convolutional neural networks with adaptive polyphase upsampling May 9, 2021 CT Reconstruction Data Augmentation
Code Code Available 1DiagSet: a dataset for prostate cancer histopathological image classification May 9, 2021 Classification General Classification
Code Code Available 1Diffusion Mechanism in Residual Neural Network: Theory and Applications May 7, 2021 Binary Classification Classification
Code Code Available 1ResMLP: Feedforward networks for image classification with data-efficient training May 7, 2021 Data Augmentation Fine-Grained Image Classification
Code Code Available 1SparseConvMIL: Sparse Convolutional Context-Aware Multiple Instance Learning for Whole Slide Image Classification May 6, 2021 Classification image-classification
Code Code Available 1Do You Even Need Attention? A Stack of Feed-Forward Layers Does Surprisingly Well on ImageNet May 6, 2021 image-classification Image Classification
Code Code Available 1VideoLT: Large-scale Long-tailed Video Recognition May 6, 2021 image-classification Image Classification
Code Code Available 1This Looks Like That... Does it? Shortcomings of Latent Space Prototype Interpretability in Deep Networks May 5, 2021 Explainable artificial intelligence Image Classification
Code Code Available 1Soft-Attention Improves Skin Cancer Classification Performance May 5, 2021 Cancer Classification Classification
Code Code Available 1RepMLP: Re-parameterizing Convolutions into Fully-connected Layers for Image Recognition May 5, 2021 Face Recognition Image Classification
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