CMMC-BDRC Solution to the NLP-TEA-2018 Chinese Grammatical Error Diagnosis Task Jul 1, 2018 Data Augmentation General Classification
— Unverified Semantically Equivalent Adversarial Rules for Debugging NLP models Jul 1, 2018 Data Augmentation Question Answering
Code Code Available Shape-from-Mask: A Deep Learning Based Human Body Shape Reconstruction from Binary Mask Images Jun 22, 2018 Data Augmentation
— Unverified Improving brain computer interface performance by data augmentation with conditional Deep Convolutional Generative Adversarial Networks Jun 19, 2018 Brain Computer Interface Data Augmentation
— Unverified HitNet: a neural network with capsules embedded in a Hit-or-Miss layer, extended with hybrid data augmentation and ghost capsules Jun 18, 2018 Data Augmentation
Code Code Available Learning to Evaluate Image Captioning Jun 17, 2018 8k Data Augmentation
Code Code Available Show, Attend and Translate: Unsupervised Image Translation with Self-Regularization and Attention Jun 16, 2018 Data Augmentation Domain Adaptation
— Unverified A Study of Enhancement, Augmentation, and Autoencoder Methods for Domain Adaptation in Distant Speech Recognition Jun 13, 2018 Data Augmentation Distant Speech Recognition
— Unverified Sample Dropout for Audio Scene Classification Using Multi-Scale Dense Connected Convolutional Neural Network Jun 12, 2018 Acoustic Scene Classification Classification
— Unverified Data augmentation instead of explicit regularization Jun 11, 2018 Data Augmentation Object Categorization
Code Code Available Semantically Selective Augmentation for Deep Compact Person Re-Identification Jun 11, 2018 Clustering Data Augmentation
— Unverified Transformationally Identical and Invariant Convolutional Neural Networks through Symmetric Element Operators Jun 10, 2018 Data Augmentation
— Unverified A Systematic Evaluation of Recent Deep Learning Architectures for Fine-Grained Vehicle Classification Jun 8, 2018 Classification Data Augmentation
Code Code Available Lightweight Stochastic Optimization for Minimizing Finite Sums with Infinite Data Jun 8, 2018 Data Augmentation Stochastic Optimization
— Unverified Findings of the Second Workshop on Neural Machine Translation and Generation Jun 8, 2018 Data Augmentation Domain Adaptation
— Unverified Speaker-Follower Models for Vision-and-Language Navigation Jun 7, 2018 Data Augmentation Vision and Language Navigation
Code Code Available Generative Adversarial Networks for Realistic Synthesis of Hyperspectral Samples Jun 7, 2018 Data Augmentation
— Unverified Training Augmentation with Adversarial Examples for Robust Speech Recognition Jun 7, 2018 Data Augmentation Robust Speech Recognition
— Unverified EEG-GAN: Generative adversarial networks for electroencephalograhic (EEG) brain signals Jun 5, 2018 Data Augmentation EEG
Code Code Available Study and development of a Computer-Aided Diagnosis system for classification of chest x-ray images using convolutional neural networks pre-trained for ImageNet and data augmentation Jun 3, 2018 Data Augmentation General Classification
— Unverified Pose-Guided Photorealistic Face Rotation Jun 1, 2018 Data Augmentation Face Recognition
— Unverified Deep Video Super-Resolution Network Using Dynamic Upsampling Filters Without Explicit Motion Compensation Jun 1, 2018 Data Augmentation Motion Compensation
Code Code Available DA-GAN: Instance-Level Image Translation by Deep Attention Generative Adversarial Networks Jun 1, 2018 Data Augmentation Deep Attention
— Unverified Multistage Adversarial Losses for Pose-Based Human Image Synthesis Jun 1, 2018 Data Augmentation Image Generation
— Unverified Using Paraphrasing and Memory-Augmented Models to Combat Data Sparsity in Question Interpretation with a Virtual Patient Dialogue System Jun 1, 2018 Data Augmentation General Classification
— Unverified Lyb3b at SemEval-2018 Task 11: Machine Comprehension Task using Deep Learning Models Jun 1, 2018 Data Augmentation Reading Comprehension
— Unverified MIT-MEDG at SemEval-2018 Task 7: Semantic Relation Classification via Convolution Neural Network Jun 1, 2018 Articles Common Sense Reasoning
— Unverified Self-Training for Jointly Learning to Ask and Answer Questions Jun 1, 2018 Data Augmentation Question Answering
— Unverified Combining Pyramid Pooling and Attention Mechanism for Pelvic MR Image Semantic Segmentaion Jun 1, 2018 Data Augmentation Image Segmentation
— Unverified MONET: Multiview Semi-supervised Keypoint Detection via Epipolar Divergence May 31, 2018 Data Augmentation Keypoint Detection
Code Code Available Accurate pedestrian localization in overhead depth images via Height-Augmented HOG May 31, 2018 BIG-bench Machine Learning Data Augmentation
— Unverified Long-time predictive modeling of nonlinear dynamical systems using neural networks May 31, 2018 Data Augmentation
— Unverified Why do deep convolutional networks generalize so poorly to small image transformations? May 30, 2018 Data Augmentation Object Recognition
Code Code Available Generalizing to Unseen Domains via Adversarial Data Augmentation May 30, 2018 Data Augmentation Semantic Segmentation
Code Code Available Capturing Variabilities from Computed Tomography Images with Generative Adversarial Networks May 29, 2018 Computed Tomography (CT) Data Augmentation
— Unverified Learning Data Augmentation for Brain Tumor Segmentation with Coarse-to-Fine Generative Adversarial Networks May 29, 2018 Brain Tumor Segmentation Data Augmentation
— Unverified Improved Mixed-Example Data Augmentation May 29, 2018 Data Augmentation Image Augmentation
Code Code Available Transductive Label Augmentation for Improved Deep Network Learning May 26, 2018 Data Augmentation General Classification
— Unverified Jointly Optimize Data Augmentation and Network Training: Adversarial Data Augmentation in Human Pose Estimation May 24, 2018 Data Augmentation Pose Estimation
— Unverified AutoAugment: Learning Augmentation Policies from Data May 24, 2018 Data Augmentation Domain Generalization
Code Code Available Learning Nonlinear Brain Dynamics: van der Pol Meets LSTM May 24, 2018 Data Augmentation parameter estimation
— Unverified Input and Weight Space Smoothing for Semi-supervised Learning May 23, 2018 Data Augmentation
— Unverified Enriched Long-term Recurrent Convolutional Network for Facial Micro-Expression Recognition May 22, 2018 Data Augmentation Micro Expression Recognition
Code Code Available Generating High-Quality Surface Realizations Using Data Augmentation and Factored Sequence Models May 20, 2018 Data Augmentation
— Unverified Abstractive Text Classification Using Sequence-to-convolution Neural Networks May 20, 2018 Classification Data Augmentation
Code Code Available Counterexample-Guided Data Augmentation May 17, 2018 Autonomous Driving Data Augmentation
Code Code Available Feature Affinity based Pseudo Labeling for Semi-supervised Person Re-identification May 16, 2018 Data Augmentation Person Re-Identification
— Unverified Adversarial Training for Patient-Independent Feature Learning with IVOCT Data for Plaque Classification May 16, 2018 Data Augmentation General Classification
— Unverified Resisting Large Data Variations via Introspective Transformation Network May 16, 2018 Data Augmentation Few-Shot Learning
— Unverified Contextual Augmentation: Data Augmentation by Words with Paradigmatic Relations May 16, 2018 Data Augmentation General Classification
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