UniformAugment: A Search-free Probabilistic Data Augmentation Approach Mar 31, 2020 Data Augmentation GPU
Code Code Available 1Designing Network Design Spaces Mar 30, 2020 Image Classification Out-of-Distribution Generalization
Code Code Available 1TResNet: High Performance GPU-Dedicated Architecture Mar 30, 2020 Fine-Grained Image Classification General Classification
Code Code Available 1An Open-source Tool for Hyperspectral Image Augmentation in Tensorflow Mar 30, 2020 Data Augmentation Deep Learning
Code Code Available 1Rethinking Depthwise Separable Convolutions: How Intra-Kernel Correlations Lead to Improved MobileNets Mar 30, 2020 Fine-Grained Image Classification Image Classification
Code Code Available 1DHP: Differentiable Meta Pruning via HyperNetworks Mar 30, 2020 AutoML Denoising
Code Code Available 1GAN-based Priors for Quantifying Uncertainty Mar 27, 2020 Bayesian Inference Denoising
Code Code Available 1Convolutional Spiking Neural Networks for Spatio-Temporal Feature Extraction Mar 27, 2020 Activity Recognition In Videos Event data classification
Code Code Available 1Hit-Detector: Hierarchical Trinity Architecture Search for Object Detection Mar 26, 2020 image-classification Image Classification
Code Code Available 1Circumventing Outliers of AutoAugment with Knowledge Distillation Mar 25, 2020 Data Augmentation General Classification
Code Code Available 1Rethinking Few-Shot Image Classification: a Good Embedding Is All You Need? Mar 25, 2020 All Few-Shot Image Classification
Code Code Available 1Meta Pseudo Labels Mar 23, 2020 Image Classification Meta-Learning
Code Code Available 1Adversarial Continual Learning Mar 21, 2020 Continual Learning image-classification
Code Code Available 1Adversarial Robustness on In- and Out-Distribution Improves Explainability Mar 20, 2020 Adversarial Robustness image-classification
Code Code Available 1Overinterpretation reveals image classification model pathologies Mar 19, 2020 Classification General Classification
Code Code Available 1On Translation Invariance in CNNs: Convolutional Layers can Exploit Absolute Spatial Location Mar 16, 2020 General Classification image-classification
Code Code Available 1Synthesizing human-like sketches from natural images using a conditional convolutional decoder Mar 16, 2020 Decoder image-classification
Code Code Available 1DeepEMD: Differentiable Earth Mover's Distance for Few-Shot Learning Mar 15, 2020 Classification Few-Shot Image Classification
Code Code Available 1SOS: Selective Objective Switch for Rapid Immunofluorescence Whole Slide Image Classification Mar 11, 2020 Diagnostic General Classification
Code Code Available 1Improved Baselines with Momentum Contrastive Learning Mar 9, 2020 Contrastive Learning Data Augmentation
Code Code Available 1Π-nets: Deep Polynomial Neural Networks Mar 8, 2020 Audio Classification Graph Representation Learning
Code Code Available 1Clean-Label Backdoor Attacks on Video Recognition Models Mar 6, 2020 Backdoor Attack backdoor defense
Code Code Available 1TaskNorm: Rethinking Batch Normalization for Meta-Learning Mar 6, 2020 General Classification image-classification
Code Code Available 1SimLoss: Class Similarities in Cross Entropy Mar 6, 2020 Age Estimation General Classification
Code Code Available 1Combating noisy labels by agreement: A joint training method with co-regularization Mar 5, 2020 Diversity Image Classification
Code Code Available 1AIDeveloper: deep learning image classification in life science and beyond Mar 5, 2020 Blood Cell Count Classification
Code Code Available 1Feature Extraction for Hyperspectral Imagery: The Evolution from Shallow to Deep (Overview and Toolbox) Mar 5, 2020 General Classification Hyperspectral Image Classification
Code Code Available 1Denoised Smoothing: A Provable Defense for Pretrained Classifiers Mar 4, 2020 General Classification image-classification
Code Code Available 1Curriculum By Smoothing Mar 3, 2020 image-classification Image Classification
Code Code Available 1Out-of-Distribution Generalization via Risk Extrapolation (REx) Mar 2, 2020 Domain Generalization Image Classification
Code Code Available 1FMix: Enhancing Mixed Sample Data Augmentation Feb 27, 2020 Data Augmentation Image Classification
Code Code Available 1RNNPool: Efficient Non-linear Pooling for RAM Constrained Inference Feb 27, 2020 Face Detection image-classification
Code Code Available 1Towards Interpretable Semantic Segmentation via Gradient-weighted Class Activation Mapping Feb 26, 2020 image-classification Image Classification
Code Code Available 1A Comprehensive Approach to Unsupervised Embedding Learning based on AND Algorithm Feb 26, 2020 Data Augmentation image-classification
Code Code Available 1On Feature Normalization and Data Augmentation Feb 25, 2020 Data Augmentation Domain Generalization
Code Code Available 1I Am Going MAD: Maximum Discrepancy Competition for Comparing Classifiers Adaptively Feb 25, 2020 image-classification Image Classification
Code Code Available 1Temporal Spike Sequence Learning via Backpropagation for Deep Spiking Neural Networks Feb 24, 2020 image-classification Image Classification
Code Code Available 1Scheduled Restart Momentum for Accelerated Stochastic Gradient Descent Feb 24, 2020 General Classification image-classification
Code Code Available 1Stochasticity in Neural ODEs: An Empirical Study Feb 22, 2020 Data Augmentation image-classification
Code Code Available 1A Toolkit for Generating Code Knowledge Graphs Feb 21, 2020 Code Search Image Classification
Code Code Available 1Towards Robust and Reproducible Active Learning Using Neural Networks Feb 21, 2020 Active Learning Classification
Code Code Available 1KaoKore: A Pre-modern Japanese Art Facial Expression Dataset Feb 20, 2020 BIG-bench Machine Learning image-classification
Code Code Available 1Algorithm-hardware Co-design for Deformable Convolution Feb 19, 2020 image-classification Image Classification
Code Code Available 1DivideMix: Learning with Noisy Labels as Semi-supervised Learning Feb 18, 2020 Image Classification Learning with noisy labels
Code Code Available 1Multi-Scale Representation Learning for Spatial Feature Distributions using Grid Cells Feb 16, 2020 image-classification Image Classification
Code Code Available 1Breast Cancer Histopathology Image Classification and Localization using Multiple Instance Learning Feb 16, 2020 Classification General Classification
Code Code Available 1Superpixel Image Classification with Graph Attention Networks Feb 13, 2020 Classification General Classification
Code Code Available 1Scalable and Practical Natural Gradient for Large-Scale Deep Learning Feb 13, 2020 Deep Learning image-classification
Code Code Available 1BionoiNet: ligand-binding site classification with off-the-shelf deep neural network Feb 13, 2020 Deep Learning image-classification
Code Code Available 1Cross-Iteration Batch Normalization Feb 13, 2020 image-classification Image Classification
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