awesome-deeplearning-resources

Computer vision

• 3D Object Reconstruction from a Single Depth View with Adversarial Learning. arxiv code
• Abnormal Event Detection in Videos using Spatiotemporal Autoencoder. arxiv tensorflow
• Accurate Single Stage Detector Using Recurrent Rolling Convolution. arxiv code
• Active Convolution: Learning the Shape of Convolution for Image Classification. arxiv caffe
• A generative vision model that trains with high data efficiency and breaks text-based CAPTCHAs. url :star:
• [AENet] Learning Deep Audio Features for Video Analysis. arxiv code :star:
• A Neural Representation of Sketch Drawings. arxiv pytorch :star:
• A network of deep neural networks for distant speech recognition. arXiv :star:
• A New Convolutional Network-in-Network Structure and Its Applications in Skin Detection, Semantic Segmentation, and Artifact Reduction. arxiv
• Annotating Object Instances with a Polygon-RNN. arXiv
• Building Detection from Satellite Images on a Global Scale. arxiv
• Cascade R-CNN: Delving into High Quality Object Detection. arxiv code
• Class-Weighted Convolutional Features for Visual Instance Search. arxiv code
• Convolutional 2D Knowledge Graph Embeddings. arxiv code
• CortexNet: a Generic Network Family for Robust Visual Temporal Representations. arXiv code
• CSVideoNet: A Real-time End-to-end Learning Framework for High-frame-rate Video Compressive Sensing. arXiv caffe
• Cost-Effective Active Learning for Deep Image Classification. arxiv
• Convolutional Oriented Boundaries: From Image Segmentation to High-Level Tasks. arxiv caffe
• DCT-like Transform for Image Compression Requires 14 Additions Only. arxiv
• Deep Alignment Network: A convolutional neural network for robust face alignment. arxiv code
• Deep Bayesian Active Learning with Image Data. arxiv keras
• Deep Convolutional Neural Networks for Pairwise Causality. arxiv
• DeepFix: Fixing Common C Language Errors by Deep Learning. pdf code
• DeepFM: A Factorization-Machine based Neural Network for CTR Prediction. arxiv tensorflow
• Deep Image Prior. pdf code :star:
• Deep Learning Based Large-Scale Automatic Satellite Crosswalk Classification. arxiv code
• Deep Learning Features at Scale for Visual Place Recognition. arxiv
• Deep learning for predicting refractive error from retinal fundus images. arxiv
• Deep Learning for Tumor Classification in Imaging Mass Spectrometry. arxiv
• Deep Hybrid Similarity Learning for Person Re-identification. arxiv
• Deep Photo Style Transfer. arxiv code :star:
• DenseReg: Fully Convolutional Dense Shape Regression In-the-Wild. arxiv code
• Detecting Curve Text in the Wild: New Dataset and New Solution. arxiv code
• Detecting Oriented Text in Natural Images by Linking Segments. arxiv tensorflow :star:
• Disentangled Person Image Generation. arxiv
• Disentangling Motion, Foreground and Background Features in Videos. arxiv code
• Disguised Face Identification (DFI) with Facial KeyPoints using Spatial Fusion Convolutional Network. arxiv
• DR2-Net: Deep Residual Reconstruction Network for Image Compressive Sensing. arxiv
• Dual-Path Convolutional Image-Text Embedding. arxiv code
• End-to-end Recovery of Human Shape and Pose. arxiv code
• End-to-end Training for Whole Image Breast Cancer Diagnosis using An All Convolutional Design. arxiv code
• End-to-end weakly-supervised semantic alignment. arxiv pytorch
• Estimated Depth Map Helps Image Classification. arxiv code
• Exercise Motion Classification from Large-Scale Wearable Sensor Data Using Convolutional Neural Networks. arxiv
• Extreme 3D Face Reconstruction: Looking Past Occlusions. arxiv code
• Explaining How a Deep Neural Network Trained with End-to-End Learning Steers a Car. arxiv :star:
• FaceBoxes: A CPU Real-time Face Detector with High Accuracy. arxiv code
• Face Detection using Deep Learning: An Improved Faster RCNN Approach. arxiv
• Fader Networks: Manipulating Images by Sliding Attributes. arxiv pytorch :star:
• Fast Image Processing with Fully-Convolutional Networks. arxiv code
• FCN-rLSTM: Deep Spatio-Temporal Neural Networks for Vehicle Counting in City Cameras. arxiv
• Focal Loss for Dense Object Detection. arxiv mxnet tensorflow
• Im2Pano3D: Extrapolating 360 Structure and Semantics Beyond the Field of View. arxiv
• Image-Grounded Conversations: Multimodal Context for Natural Question and Response Generation. arxiv
• Improving Smiling Detection with Race and Gender Diversity. arxiv
• Improved Texture Networks: Maximizing Quality and Diversity in Feed-forward Stylization and Texture Synthesis. arxiv code
• Joint auto-encoders: a flexible multi-task learning framework. arxiv
• Knowledge Concentration: Learning 100K Object Classifiers in a Single CNN. arxiv
• Large-Scale Evolution of Image Classifiers. arxiv pytorch
• Learning a Mixture of Deep Networks for Single Image Super-Resolution. arxiv code]
• Learning a time-dependent master saliency map from eye-tracking data in videos. arxiv code
• Learning Deep Representations for Scene Labeling with Semantic Context Guided Supervision. arxiv
• Learning Deep ResNet Blocks Sequentially using Boosting Theory. arxiv
• Learning Feature Pyramids for Human Pose Estimation. arxiv code
• Learning to Estimate 3D Hand Pose from Single RGB Images. arxiv tensorflow
• Learning to Estimate Pose by Watching Videos. arxiv
• Learning to Generate Posters of Scientific Papers by Probabilistic Graphical Models. arxiv
• Learning to Learn from Noisy Web Videos. arxiv :star:
• Learning to Segment Every Thing. arxiv
• Lifting from the Deep: Convolutional 3D Pose Estimation from a Single Image. arxiv
• Light-Head R-CNN: In Defense of Two-Stage Object Detector. arxiv code
• Linear Disentangled Representation Learning for Facial Actions. arxiv code
• Loss Max-Pooling for Semantic Image Segmentation. arxiv pytorch
• Mask R-CNN. arxiv caffe mxnet :star:
• MentorNet: Regularizing Very Deep Neural Networks on Corrupted Labels. arxiv :star:
• Mix-and-Match Tuning for Self-Supervised Semantic Segmentation. arxiv code
• MobileNets: Efficient Convolutional Neural Networks for Mobile Vision Applications. arxiv pytorch keras tensorflow
• Modeling Relational Data with Graph Convolutional Networks. arxiv :star:
• [MobileNets] Efficient Convolutional Neural Networks for Mobile Vision Applications. arxiv keras :star:
• MonoCap: Monocular Human Motion Capture using a CNN Coupled with a Geometric Prior. arxiv
• Multi-Scale Dense Networks for Resource Efficient Image Classification. arxiv code
• Negative Results in Computer Vision: A Perspective. arxiv
• Neural Motifs: Scene Graph Parsing with Global Context. arxiv code
• Object Detection Using Deep CNNs Trained on Synthetic Images. arxiv code
• Octree Generating Networks: Efficient Convolutional Architectures for High-resolution 3D Outputs. arxiv code
• Optimizing Deep CNN-Based Queries over Video Streams at Scale. arxiv tensorflow
• Pedestrian Alignment Network for Large-scale Person Re-identification. arxiv code
• Perceptually Optimized Image Rendering. arxiv
• PersonRank: Detecting Important People in Images. arxiv
• Photographic Image Synthesis with Cascaded Refinement Networks. arxiv tensorflow :star:
• Pixel Recursive Super Resolution. arxiv :star:
• Putting a Face to the Voice: Fusing Audio and Visual Signals Across a Video to Determine Speakers. arxiv
• Receptive Field Block Net for Accurate and Fast Object Detection. arxiv code
• Recurrent Scale Approximation for Object Detection in CNN. arxiv code
• Rethinking Atrous Convolution for Semantic Image Segmentation. arxiv
• S^3FD: Single Shot Scale-invariant Face Detector. arxiv pytorch
• SfM-Net: Learning of Structure and Motion from Video. arxiv :star:
• Show, Adapt and Tell: Adversarial Training of Cross-domain Image Captioner. arxiv code
• Single-Shot Refinement Neural Network for Object Detection. arxiv caffe
• SLAM with Objects using a Nonparametric Pose Graph. arxiv code
• Smart, Sparse Contours to Represent and Edit Images. arxiv
• STN-OCR: A single Neural Network for Text Detection and Text Recognition. arxiv code
• Soft + Hardwired Attention: An LSTM Framework for Human Trajectory Prediction and Abnormal Event Detection. arxiv
• Sparse-to-Dense: Depth Prediction from Sparse Depth Samples and a Single Image. arxiv code
• SphereFace: Deep Hypersphere Embedding for Face Recognition. arxiv code
• Spinal cord gray matter segmentation using deep dilated convolutions. arxiv code
• SSPP-DAN: Deep Domain Adaptation Network for Face Recognition with Single Sample Per Person.arxiv
• StreetStyle: Exploring world-wide clothing styles from millions of photos. arxiv
• SuperPoint: Self-Supervised Interest Point Detection and Description. arxiv :star:
• Supervised Multilayer Sparse Coding Networks for Image Classification. arxiv
• SurfaceNet: An End-to-end 3D Neural Network for Multiview Stereopsis. arxiv code
• SwGridNet: A Deep Convolutional Neural Network based on Grid Topology for Image Classification. arxiv code
• [Tacotron] Towards End-to-End Speech Synthesis. arxiv code :star:
• Tangent: Automatic Differentiation Using Source Code Transformation in Python. arxiv code
• Time-Contrastive Networks: Self-Supervised Learning from Video. arxiv :star:
• Towards a Principled Integration of Multi-Camera Re-Identification and Tracking through Optimal Bayes Filters. arxiv
• Toward Geometric Deep SLAM. arxiv :star:
• Towards perspective-free object counting with deep learning. pdf code
• Training object class detectors with click supervision. arxiv
• TransFlow: Unsupervised Motion Flow by Joint Geometric and Pixel-level Estimation. arxiv code
• Using Deep Learning and Google Street View to Estimate the Demographic Makeup of the US. arxiv :star:
• Unsupervised Image-to-Image Translation Networks. arxiv tensorflow
• Unsupervised Learning by Predicting Noise. arxiv :star:
• Unsupervised Learning of Long-Term Motion Dynamics for Videos. arxiv
• Variational Approaches for Auto-Encoding Generative Adversarial Networks. arxiv :star:
• Video-based Person Re-identification with Accumulative Motion Context. arxiv
• Video Frame Interpolation via Adaptive Separable Convolution. pdf pytorch
• Video Frame Synthesis using Deep Voxel Flow. arxiv code
• ViP-CNN: A Visual Phrase Reasoning Convolutional Neural Network for Visual Relationship Detection. arxiv
• Visualizing LSTM decisions. arxiv
• Visual Attribute Transfer through Deep Image Analogy. arxiv pytorch
• Visual Discovery at Pinterest. arxiv
• Visualizing Residual Networks. arxiv :star:
• VoxelNet: End-to-End Learning for Point Cloud Based 3D Object Detection. arxiv
• Wide-Residual-Inception Networks for Real-time Object Detection. arxiv :star:
• YouTube-BoundingBoxes: A Large High-Precision Human-Annotated Data Set for Object Detection in Video. arxiv code
• Zoom Out-and-In Network with Recursive Training for Object Proposal. arxiv

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