| Wavelet Convolutional Neural Networks | May 20, 2018 | General Classificationimage-classification | CodeCode Available | 1 |
| Training Classifiers with Natural Language Explanations | May 10, 2018 | Binary ClassificationGeneral Classification | CodeCode Available | 1 |
| Robust Classification with Convolutional Prototype Learning | May 9, 2018 | ClassificationGeneral Classification | CodeCode Available | 1 |
| Label Refinery: Improving ImageNet Classification through Label Progression | May 7, 2018 | ClassificationGeneral Classification | CodeCode Available | 1 |
| Unsupervised Feature Learning via Non-Parametric Instance-level Discrimination | May 5, 2018 | Contrastive LearningGeneral Classification | CodeCode Available | 1 |
| Dynamic Few-Shot Visual Learning without Forgetting | Apr 25, 2018 | Few-Shot Image ClassificationFew-Shot Learning | CodeCode Available | 1 |
| On the effectiveness of task granularity for transfer learning | Apr 24, 2018 | ClassificationDiversity | CodeCode Available | 1 |
| ECG arrhythmia classification using a 2-D convolutional neural network | Apr 18, 2018 | Arrhythmia DetectionData Augmentation | CodeCode Available | 1 |
| Unsupervised Semantic-based Aggregation of Deep Convolutional Features | Apr 3, 2018 | General ClassificationImage Retrieval | CodeCode Available | 1 |
| DeepScores -- A Dataset for Segmentation, Detection and Classification of Tiny Objects | Mar 27, 2018 | General ClassificationObject | CodeCode Available | 1 |
| Unsupervised Representation Learning by Predicting Image Rotations | Mar 21, 2018 | General ClassificationRepresentation Learning | CodeCode Available | 1 |
| SentEval: An Evaluation Toolkit for Universal Sentence Representations | Mar 14, 2018 | General ClassificationMulti-class Classification | CodeCode Available | 1 |
| Meta-Learning for Semi-Supervised Few-Shot Classification | Mar 2, 2018 | General ClassificationMeta-Learning | CodeCode Available | 1 |
| Directional Statistics-based Deep Metric Learning for Image Classification and Retrieval | Feb 27, 2018 | General Classificationimage-classification | CodeCode Available | 1 |
| Explanations based on the Missing: Towards Contrastive Explanations with Pertinent Negatives | Feb 21, 2018 | General Classification | CodeCode Available | 1 |
| Mitigating Unwanted Biases with Adversarial Learning | Jan 22, 2018 | FairnessGeneral Classification | CodeCode Available | 1 |
| Multivariate LSTM-FCNs for Time Series Classification | Jan 14, 2018 | Action RecognitionActivity Recognition | CodeCode Available | 1 |
| Black-box Generation of Adversarial Text Sequences to Evade Deep Learning Classifiers | Jan 13, 2018 | Adversarial TextGeneral Classification | CodeCode Available | 1 |
| MINE: Mutual Information Neural Estimation | Jan 12, 2018 | General Classification | CodeCode Available | 1 |
| Robust Loss Functions under Label Noise for Deep Neural Networks | Dec 27, 2017 | Binary ClassificationClassification | CodeCode Available | 1 |
| Quantization and Training of Neural Networks for Efficient Integer-Arithmetic-Only Inference | Dec 15, 2017 | General ClassificationQuantization | CodeCode Available | 1 |
| Boosted Cascaded Convnets for Multilabel Classification of Thoracic Diseases in Chest Radiographs | Nov 23, 2017 | Deep LearningGeneral Classification | CodeCode Available | 1 |
| Temporal 3D ConvNets: New Architecture and Transfer Learning for Video Classification | Nov 22, 2017 | Action RecognitionGeneral Classification | CodeCode Available | 1 |
| Sparse-Input Neural Networks for High-dimensional Nonparametric Regression and Classification | Nov 21, 2017 | General Classificationregression | CodeCode Available | 1 |
| CleanNet: Transfer Learning for Scalable Image Classifier Training with Label Noise | Nov 20, 2017 | ClassificationGeneral Classification | CodeCode Available | 1 |
| Learning SO(3) Equivariant Representations with Spherical CNNs | Nov 17, 2017 | 3D ClassificationData Augmentation | CodeCode Available | 1 |
| ALL-IN-1: Short Text Classification with One Model for All Languages | Oct 26, 2017 | AllGeneral Classification | CodeCode Available | 1 |
| VisDA: The Visual Domain Adaptation Challenge | Oct 18, 2017 | Domain AdaptationGeneral Classification | CodeCode Available | 1 |
| Skin Lesion Analysis Toward Melanoma Detection: A Challenge at the 2017 International Symposium on Biomedical Imaging (ISBI), Hosted by the International Skin Imaging Collaboration (ISIC) | Oct 13, 2017 | General ClassificationLesion Segmentation | CodeCode Available | 1 |
| Deep Learning for Case-Based Reasoning through Prototypes: A Neural Network that Explains Its Predictions | Oct 13, 2017 | DecoderGeneral Classification | CodeCode Available | 1 |
| Topic Modeling based on Keywords and Context | Oct 7, 2017 | General ClassificationTopic Models | CodeCode Available | 1 |
| Semantic Line Detection and Its Applications | Oct 1, 2017 | ClassificationGeneral Classification | CodeCode Available | 1 |
| HDLTex: Hierarchical Deep Learning for Text Classification | Sep 24, 2017 | ClassificationDeep Learning | CodeCode Available | 1 |
| One-Shot Learning for Semantic Segmentation | Sep 11, 2017 | General Classificationimage-classification | CodeCode Available | 1 |
| Deep Packet: A Novel Approach For Encrypted Traffic Classification Using Deep Learning | Sep 8, 2017 | General ClassificationTraffic Classification | CodeCode Available | 1 |
| LSTM Fully Convolutional Networks for Time Series Classification | Sep 8, 2017 | General ClassificationOutlier Detection | CodeCode Available | 1 |
| EuroSAT: A Novel Dataset and Deep Learning Benchmark for Land Use and Land Cover Classification | Aug 31, 2017 | Earth ObservationGeneral Classification | CodeCode Available | 1 |
| Co-trained convolutional neural networks for automated detection of prostate cancer in multi-parametric MRI | Aug 24, 2017 | General Classification | CodeCode Available | 1 |
| Deconvolutional Paragraph Representation Learning | Aug 16, 2017 | General ClassificationRepresentation Learning | CodeCode Available | 1 |
| SSH: Single Stage Headless Face Detector | Aug 14, 2017 | General ClassificationGPU | CodeCode Available | 1 |
| Which Encoding is the Best for Text Classification in Chinese, English, Japanese and Korean? | Aug 8, 2017 | General ClassificationText Classification | CodeCode Available | 1 |
| Men Also Like Shopping: Reducing Gender Bias Amplification using Corpus-level Constraints | Jul 29, 2017 | General ClassificationSemantic Role Labeling | CodeCode Available | 1 |
| Wavelet Convolutional Neural Networks for Texture Classification | Jul 24, 2017 | ClassificationGeneral Classification | CodeCode Available | 1 |
| The iNaturalist Species Classification and Detection Dataset | Jul 20, 2017 | General Classificationimage-classification | CodeCode Available | 1 |
| graph2vec: Learning Distributed Representations of Graphs | Jul 17, 2017 | ClusteringGeneral Classification | CodeCode Available | 1 |
| The Reversible Residual Network: Backpropagation Without Storing Activations | Jul 14, 2017 | General Classificationimage-classification | CodeCode Available | 1 |
| A deep learning architecture for temporal sleep stage classification using multivariate and multimodal time series | Jul 5, 2017 | ClassificationEEG | CodeCode Available | 1 |
| Spatiotemporal Multiplier Networks for Video Action Recognition | Jul 1, 2017 | Action RecognitionGeneral Classification | CodeCode Available | 1 |
| From Parity to Preference-based Notions of Fairness in Classification | Jun 30, 2017 | ClassificationDecision Making | CodeCode Available | 1 |
| Rgtsvm: Support Vector Machines on a GPU in R | Jun 17, 2017 | General ClassificationGPU | CodeCode Available | 1 |
