CleanNet: Transfer Learning for Scalable Image Classifier Training with Label Noise Nov 20, 2017 Classification General Classification
Code Code Available 1Decoupled Weight Decay Regularization Nov 14, 2017 image-classification Image Classification
Code Code Available 1Dynamic Routing Between Capsules Oct 26, 2017 Image Classification
Code Code Available 1mixup: Beyond Empirical Risk Minimization Oct 25, 2017 Domain Generalization Image Classification
Code Code Available 1VisDA: The Visual Domain Adaptation Challenge Oct 18, 2017 Domain Adaptation General Classification
Code Code Available 1Learning to Generalize: Meta-Learning for Domain Generalization Oct 10, 2017 Domain Generalization image-classification
Code Code Available 1Robotic Pick-and-Place of Novel Objects in Clutter with Multi-Affordance Grasping and Cross-Domain Image Matching Oct 3, 2017 image-classification Image Classification
Code Code Available 1Reversible Architectures for Arbitrarily Deep Residual Neural Networks Sep 12, 2017 Image Classification
Code Code Available 1One-Shot Learning for Semantic Segmentation Sep 11, 2017 General Classification image-classification
Code Code Available 1Squeeze-and-Excitation Networks Sep 5, 2017 Image Classification Object Detection
Code Code Available 1Improved Regularization of Convolutional Neural Networks with Cutout Aug 15, 2017 Data Augmentation Domain Generalization
Code Code Available 1Regularizing and Optimizing LSTM Language Models Aug 7, 2017 Image Classification Language Modeling
Code Code Available 1Active Learning for Convolutional Neural Networks: A Core-Set Approach Aug 1, 2017 Active Learning image-classification
Code Code Available 1Wavelet Convolutional Neural Networks for Texture Classification Jul 24, 2017 Classification General Classification
Code Code Available 1The iNaturalist Species Classification and Detection Dataset Jul 20, 2017 General Classification image-classification
Code Code Available 1The Reversible Residual Network: Backpropagation Without Storing Activations Jul 14, 2017 General Classification image-classification
Code Code Available 1Towards Deep Learning Models Resistant to Adversarial Attacks Jun 19, 2017 Adversarial Attack Adversarial Defense
Code Code Available 1Deep Complex Networks May 27, 2017 Image Classification Music Transcription
Code Code Available 1Convolutional Sequence to Sequence Learning May 8, 2017 Bangla Spelling Error Correction CPU
Code Code Available 1ChestX-ray8: Hospital-scale Chest X-ray Database and Benchmarks on Weakly-Supervised Classification and Localization of Common Thorax Diseases May 5, 2017 General Classification image-classification
Code Code Available 1Decision Stream: Cultivating Deep Decision Trees Apr 25, 2017 Classification feature selection
Code Code Available 1Sparse Communication for Distributed Gradient Descent Apr 17, 2017 General Classification image-classification
Code Code Available 1Multi-Scale Dense Networks for Resource Efficient Image Classification Mar 29, 2017 General Classification Handwritten Mathmatical Expression Recognition
Code Code Available 1Bidirectional-Convolutional LSTM Based Spectral-Spatial Feature Learning for Hyperspectral Image Classification Mar 23, 2017 General Classification Hyperspectral Image Classification
Code Code Available 1Model-Agnostic Meta-Learning for Fast Adaptation of Deep Networks Mar 9, 2017 Category-Agnostic Pose Estimation Few-Shot Image Classification
Code Code Available 1Steerable CNNs Dec 27, 2016 General Classification image-classification
Code Code Available 1Simple and Scalable Predictive Uncertainty Estimation using Deep Ensembles Dec 5, 2016 Image Classification regression
Code Code Available 1Pyramid Scene Parsing Network Dec 4, 2016 Dichotomous Image Segmentation Image Classification
Code Code Available 1Semi-Supervised Learning with Context-Conditional Generative Adversarial Networks Nov 19, 2016 Image Classification Semi-Supervised Image Classification
Code Code Available 1Aggregated Residual Transformations for Deep Neural Networks Nov 16, 2016 Domain Generalization General Classification
Code Code Available 1Grad-CAM: Visual Explanations from Deep Networks via Gradient-based Localization Oct 7, 2016 General Classification Image Attribution
Code Code Available 1Densely Connected Convolutional Networks Aug 25, 2016 Breast Tumour Classification Classification
Code Code Available 1Deep CORAL: Correlation Alignment for Deep Domain Adaptation Jul 6, 2016 Domain Adaptation Domain Generalization
Code Code Available 1Explaining Predictions of Non-Linear Classifiers in NLP Jun 23, 2016 General Classification image-classification
Code Code Available 1Wide Residual Networks May 23, 2016 Image Classification
Code Code Available 1Deep Networks with Stochastic Depth Mar 30, 2016 Image Classification
Code Code Available 1Identity Mappings in Deep Residual Networks Mar 16, 2016 Image Classification
Code Code Available 1SqueezeNet: AlexNet-level accuracy with 50x fewer parameters and <0.5MB model size Feb 24, 2016 Image Classification Model Compression
Code Code Available 1Visual Genome: Connecting Language and Vision Using Crowdsourced Dense Image Annotations Feb 23, 2016 image-classification Image Classification
Code Code Available 1Inception-v4, Inception-ResNet and the Impact of Residual Connections on Learning Feb 23, 2016 Classification General Classification
Code Code Available 1"Why Should I Trust You?": Explaining the Predictions of Any Classifier Feb 16, 2016 Image Attribution image-classification
Code Code Available 1Rethinking the Inception Architecture for Computer Vision Dec 2, 2015 Computational Efficiency Image Classification
Code Code Available 1All you need is a good init Nov 19, 2015 All Image Classification
Code Code Available 1How Important is Weight Symmetry in Backpropagation? Oct 17, 2015 Handwritten Digit Recognition Image Classification
Code Code Available 1Evaluating the visualization of what a Deep Neural Network has learned Sep 21, 2015 Classification General Classification
Code Code Available 1Training Very Deep Networks Jul 22, 2015 Image Classification
Code Code Available 1Domain-Adversarial Training of Neural Networks May 28, 2015 Domain Adaptation Domain Generalization
Code Code Available 1Batch Normalization: Accelerating Deep Network Training by Reducing Internal Covariate Shift Feb 11, 2015 General Classification image-classification
Code Code Available 1Deep Roto-Translation Scattering for Object Classification Dec 30, 2014 Classification Dictionary Learning
Code Code Available 1Deep Fried Convnets Dec 22, 2014 Image Classification
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