Rapid Learning or Feature Reuse? Towards Understanding the Effectiveness of MAML Sep 19, 2019 Few-Shot Image Classification Few-Shot Learning
Code Code Available 13D U^2-Net: A 3D Universal U-Net for Multi-Domain Medical Image Segmentation Sep 4, 2019 image-classification Image Classification
Code Code Available 1Confidence Regularized Self-Training Aug 26, 2019 Domain Adaptation image-classification
Code Code Available 1Learning Filter Basis for Convolutional Neural Network Compression Aug 23, 2019 General Classification image-classification
Code Code Available 1Dynamic Graph Message Passing Networks Aug 19, 2019 Image Classification object-detection
Code Code Available 1Demystifying Learning Rate Policies for High Accuracy Training of Deep Neural Networks Aug 18, 2019 Benchmarking Image Classification
Code Code Available 1Pseudo-Labeling and Confirmation Bias in Deep Semi-Supervised Learning Aug 8, 2019 image-classification Image Classification
Code Code Available 1On the Variance of the Adaptive Learning Rate and Beyond Aug 8, 2019 image-classification Image Classification
Code Code Available 1Model Agnostic Defence against Backdoor Attacks in Machine Learning Aug 6, 2019 BIG-bench Machine Learning Decision Making
Code Code Available 1Incremental Learning Techniques for Semantic Segmentation Jul 31, 2019 Disjoint 10-1 Disjoint 15-1
Code Code Available 1Grid Saliency for Context Explanations of Semantic Segmentation Jul 30, 2019 image-classification Image Classification
Code Code Available 1MixConv: Mixed Depthwise Convolutional Kernels Jul 22, 2019 AutoML Image Classification
Code Code Available 1Lookahead Optimizer: k steps forward, 1 step back Jul 19, 2019 Image Classification Machine Translation
Code Code Available 1Sparse Networks from Scratch: Faster Training without Losing Performance Jul 10, 2019 Image Classification Sparse Learning
Code Code Available 1Invariant Risk Minimization Jul 5, 2019 Domain Generalization Image Classification
Code Code Available 1Learning Data Augmentation Strategies for Object Detection Jun 26, 2019 Data Augmentation Image Augmentation
Code Code Available 1Deep-Learning-Based Aerial Image Classification for Emergency Response Applications Using Unmanned Aerial Vehicles Jun 20, 2019 Aerial Scene Classification General Classification
Code Code Available 1XNAS: Neural Architecture Search with Expert Advice Jun 19, 2019 image-classification Image Classification
Code Code Available 1Unsupervised Learning of Object Keypoints for Perception and Control Jun 19, 2019 3D Action Recognition image-classification
Code Code Available 1Fast and Flexible Multi-Task Classification Using Conditional Neural Adaptive Processes Jun 18, 2019 Active Learning Continual Learning
Code Code Available 1A Partially Reversible U-Net for Memory-Efficient Volumetric Image Segmentation Jun 14, 2019 image-classification Image Classification
Code Code Available 1Presence-Only Geographical Priors for Fine-Grained Image Classification Jun 12, 2019 Classification Fine-Grained Image Classification
Code Code Available 1When Does Label Smoothing Help? Jun 6, 2019 image-classification Image Classification
Code Code Available 1Combating Label Noise in Deep Learning Using Abstention May 27, 2019 Deep Learning General Classification
Code Code Available 1Derivative Manipulation for General Example Weighting May 27, 2019 Image Classification Representation Learning
Code Code Available 1Shredder: Learning Noise Distributions to Protect Inference Privacy May 26, 2019 GPU image-classification
Code Code Available 1ProbAct: A Probabilistic Activation Function for Deep Neural Networks May 26, 2019 Image Classification
Code Code Available 1DIANet: Dense-and-Implicit Attention Network May 25, 2019 image-classification Image Classification
Code Code Available 1Understanding and Utilizing Deep Neural Networks Trained with Noisy Labels May 13, 2019 Image Classification
Code Code Available 1CutMix: Regularization Strategy to Train Strong Classifiers with Localizable Features May 13, 2019 Domain Generalization Image Captioning
Code Code Available 1Learning Loss for Active Learning May 9, 2019 Active Learning image-classification
Code Code Available 1AutoAssist: A Framework to Accelerate Training of Deep Neural Networks May 8, 2019 GPU image-classification
Code Code Available 1MixMatch: A Holistic Approach to Semi-Supervised Learning May 6, 2019 Image Classification Semi-Supervised Image Classification
Code Code Available 1Searching for MobileNetV3 May 6, 2019 Classification Decoder
Code Code Available 1Billion-scale semi-supervised learning for image classification May 2, 2019 Classification General Classification
Code Code Available 1Fast AutoAugment May 1, 2019 Data Augmentation GPU
Code Code Available 1Harmonic Networks with Limited Training Samples Apr 30, 2019 Image Classification
Code Code Available 1Unsupervised Data Augmentation for Consistency Training Apr 29, 2019 Data Augmentation Image Augmentation
Code Code Available 1Transformers with convolutional context for ASR Apr 26, 2019 Image Classification Machine Translation
Code Code Available 1Making Convolutional Networks Shift-Invariant Again Apr 25, 2019 Classification Consistency Conditional Image Generation
Code Code Available 1Counterfactual Visual Explanations Apr 16, 2019 counterfactual General Classification
Code Code Available 1Deep CNNs Meet Global Covariance Pooling: Better Representation and Generalization Apr 15, 2019 Fine-Grained Visual Recognition General Classification
Code Code Available 1Weakly Supervised Learning of Instance Segmentation with Inter-pixel Relations Apr 10, 2019 image-classification Image Classification
Code Code Available 1Hyperbolic Image Embeddings Apr 3, 2019 Few-Shot Learning General Classification
Code Code Available 1Augmented Neural ODEs Apr 2, 2019 Image Classification
Code Code Available 1Res2Net: A New Multi-scale Backbone Architecture Apr 2, 2019 Image Classification Instance Segmentation
Code Code Available 1Variational Adversarial Active Learning Mar 31, 2019 Active Learning image-classification
Code Code Available 1IMAE for Noise-Robust Learning: Mean Absolute Error Does Not Treat Examples Equally and Gradient Magnitude's Variance Matters Mar 28, 2019 image-classification Image Classification
Code Code Available 1Wasserstein Adversarial Examples via Projected Sinkhorn Iterations Feb 21, 2019 Adversarial Attack Adversarial Defense
Code Code Available 1Meta-Weight-Net: Learning an Explicit Mapping For Sample Weighting Feb 20, 2019 Image Classification Meta-Learning
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