awesome-deeplearning-resources

Computer Vision

• 3D CNN-based classification using sMRI and MD-DTI images for Alzheimer disease studies. arxiv
• A Closed-form Solution to Photorealistic Image Stylization. arxiv code :star:
• A Convolutional Autoencoder Approach to Learn Volumetric Shape Representations for Brain Structures. arxiv
• Adversarial Learning for Semi-Supervised Semantic Segmentation. arxiv pytorch
• Adversarial Training of Variational Auto-encoders for High Fidelity Image Generation. arxiv
• Attention-Aware Compositional Network for Person Re-identification. arxiv
• Attention U-Net: Learning Where to Look for the Pancreas. arxiv code
• AutoAugment: Learning Augmentation Policies from Data. arxiv
• Avatar-Net: Multi-scale Zero-shot Style Transfer by Feature Decoration. arxiv
• Choose Your Neuron: Incorporating Domain Knowledge through Neuron-Importance. arxiv
• Compressed Sensing with Deep Image Prior and Learned Regularization. arxiv
• Compressed Video Action Recognition. arxiv code :star:
• Deep Autoencoding Models for Unsupervised Anomaly Segmentation in Brain MR Images. arxiv
• Deep Clustering for Unsupervised Learning of Visual Features. arxiv
• Deep Convolutional Neural Networks for Breast Cancer Histology Image Analysis. arxiv code
• DeepGlobe 2018: A Challenge to Parse the Earth through Satellite Images. arxiv
• Deep Lip Reading: a comparison of models and an online application. arxiv
• Deep Pose Consensus Networks. arxiv
• Depth CNNs for RGB-D scene recognition: learning from scratch better than transferring from RGB-CNNs. arxiv code
• Detecting Visual Relationships Using Box Attention. arxiv
• Detection and Segmentation of Manufacturing Defects with Convolutional Neural Networks and Transfer Learning. arxiv
• DynSLAM: Tracking, Mapping and Inpainting in Dynamic Scenes. arxiv
• Encoding, Fast and Slow: Low-Latency Video Processing Using Thousands of Tiny Threads. arxiv
• End-to-End Saliency Mapping via Probability Distribution Prediction. arxiv
• Fast Semantic Segmentation on Video Using Motion Vector-Based Feature Interpolation. arxiv
• From Selective Deep Convolutional Features to Compact Binary Representations for Image Retrieval. arxiv code
• Geometrical Stem Detection from Image Data for Precision Agriculture. arxiv code
• Harmonious Attention Network for Person Re-Identification. arxiv
• IGCV2: Interleaved Structured Sparse Convolutional Neural Networks. arxiv
• Image Inpainting for Irregular Holes Using Partial Convolutions. arxiv
• Image-to-image translation for cross-domain disentanglement. arxiv
• Image Transformer. arxiv :star:
• Infrared and Visible Image Fusion using a Deep Learning Framework. arxiv code
• Instance-level Human Parsing via Part Grouping Network. arxiv
• LF-Net: Learning Local Features from Images. arxiv
• Low-Shot Learning from Imaginary Data. arxiv
• Mask TextSpotter: An End-to-End Trainable Neural Network for Spotting Text with Arbitrary Shapes. arxiv
• MegaDepth: Learning Single-View Depth Prediction from Internet Photos. arxiv code
• ModaNet: A Large-Scale Street Fashion Dataset with Polygon Annotations. arxiv
• Multimodal Unsupervised Image-to-Image Translation. arxiv code :star:
• Multitask Learning on Graph Neural Networks - Learning Multiple Graph Centrality Measures with a Unified Network. arxiv
• Multi-view Consistency as Supervisory Signal for Learning Shape and Pose Prediction. arxiv code
• PCN: Point Completion Network. arxiv code
• Pixel-wise Attentional Gating for Parsimonious Pixel Labeling. arxiv code
• PlaneNet: Piece-wise Planar Reconstruction from a Single RGB Image. pdf code
• PointNetVLAD: Deep Point Cloud Based Retrieval for Large-Scale Place Recognition. arxiv code
• Quantizing deep convolutional networks for efficient inference: A whitepaper. arxiv
• Recurrent Squeeze-and-Excitation Context Aggregation Net for Single Image Deraining. arxiv pytorch
• ShuffleNet V2: Practical Guidelines for Efficient CNN Architecture Design. arxiv code
• Simple Baselines for Human Pose Estimation and Tracking. arxiv
• Spatial Temporal Graph Convolutional Networks for Skeleton-Based Action Recognition. arxiv code
• Stacked U-Nets: A No-Frills Approach to Natural Image Segmentation. arxiv code
• Text to Image Synthesis Using Generative Adversarial Networks. arxiv
• Total Capture: A 3D Deformation Model for Tracking Faces, Hands, and Bodies. pdf
• Towards Image Understanding from Deep Compression without Decoding. arxiv
• Towards Semantic SLAM: Points, Planes and Objects. arxiv
• Trajectory Factory: Tracklet Cleaving and Re-connection by Deep Siamese Bi-GRU for Multiple Object Tracking. arxiv
• Unsupervised Discovery of Object Landmarks as Structural Representations. arxiv
• Unsupervised Training for 3D Morphable Model Regression. arxiv
• Video Person Re-identification by Temporal Residual Learning. arxiv

Face Recognition

• Additive Margin Softmax for Face Verification. arxiv code :star:
• Anchor Cascade for Efficient Face Detection. arxiv
• Detecting and counting tiny faces. arxiv code
• Face Recognition: From Traditional to Deep Learning Methods. arxiv
• RED-Net: A Recurrent Encoder-Decoder Network for Video-based Face Alignment. arxiv
• SSR-Net: A Compact Soft Stagewise Regression Network for Age Estimation. pdf code
• Survey of Face Detection on Low-quality Images. arxiv

Image Classifier

• Bag of Tricks for Image Classification with Convolutional Neural Networks. arxiv
• Combined convolutional and recurrent neural networks for hierarchical classification of images. arxiv
• Global Weighted Average Pooling Bridges Pixel-level Localization and Image-level Classification. arxiv
• Regularized Evolution for Image Classifier Architecture Search. arxiv
• Rethinking Feature Distribution for Loss Functions in Image Classification. arxiv code

Image Generate

• Enhancing Underwater Imagery using Generative Adversarial Networks. arxiv code
• ST-GAN: Spatial Transformer Generative Adversarial Networks for Image Compositing. arxiv code

Object Detection

• A Generalized Active Learning Approach for Unsupervised Anomaly Detection. arxiv
• CornerNet: Detecting Objects as Paired Keypoints. arxiv code
• Cross-Domain Weakly-Supervised Object Detection through Progressive Domain Adaptation. arxiv code
• CubeSLAM: Monocular 3D Object Detection and SLAM without Prior Models. arxiv
• Deep Learning Approach for Very Similar Objects Recognition Application on Chihuahua and Muffin Problem. arxiv
• Deep Learning for Generic Object Detection: A Survey. arxiv
• Dense Object Nets: Learning Dense Visual Object Descriptors By and For Robotic Manipulation. arxiv code
• Detect-and-Track: Efficient Pose Estimation in Videos. arxiv code :star:
• DetNet: A Backbone network for Object Detection. arxiv
• Domain Adaptive Faster R-CNN for Object Detection in the Wild. arxiv code
• Faster RER-CNN: application to the detection of vehicles in aerial images. arxiv
• Faster Training of Mask R-CNN by Focusing on Instance Boundaries. arxiv
• GANomaly: Semi-Supervised Anomaly Detection via Adversarial Training. arxiv code
• Multi-Resolution 3D Convolutional Neural Networks for Object Recognition. arxiv
• Object Detection for Comics using Manga109 Annotations. arxiv
• Object Detection from Scratch with Deep Supervision. arxiv
• Object Detection in Satellite Imagery using 2-Step Convolutional Neural Networks. arxiv
• Optimizing Video Object Detection via a Scale-Time Lattice. url code
• Pseudo Mask Augmented Object Detection. arxiv
• Probabilistic Model of Object Detection Based on Convolutional Neural Network. arxiv
• Recent Advances in Object Detection in the Age of Deep Convolutional Neural Networks. arxiv
• Relation Networks for Object Detection. arxiv code
• Road Damage Detection Using Deep Neural Networks with Images Captured Through a Smartphone. arxiv code
• Single-Shot Bidirectional Pyramid Networks for High-Quality Object Detection. arxiv
• SNIPER: Efficient Multi-Scale Training. arxiv code
• Subpixel-Precise Tracking of Rigid Objects in Real-time. arxiv
• YOLO3D: End-to-end real-time 3D Oriented Object Bounding Box Detection from LiDAR Point Cloud. arxiv
• You Only Look Twice: Rapid Multi-Scale Object Detection In Satellite Imagery. arxiv code
• Zero-Shot Object Detection by Hybrid Region Embedding. arxiv
• Zero-Shot Object Detection: Learning to Simultaneously Recognize and Localize Novel Concepts. arxiv

Object Segmentation

• An application of cascaded 3D fully convolutional networks for medical image segmentation. arxiv code
• An Iterative Boundary Random Walks Algorithm for Interactive Image Segmentation. arxiv
• A Probabilistic U-Net for Segmentation of Ambiguous Images. arxiv
• A two-stage 3D Unet framework for multi-class segmentation on full resolution image. arxiv
• ClusterNet: Instance Segmentation in RGB-D Images. arxiv
• Dark Model Adaptation: Semantic Image Segmentation from Daytime to Nighttime. arxiv
• Deep Learning for Semantic Segmentation on Minimal Hardware. arxiv
• Domain Adaptation for Semantic Segmentation via Class-Balanced Self-Training. arxiv code
• Fast and Accurate Online Video Object Segmentation via Tracking Parts. arxiv code
• Learning to Segment Every Thing. pdf code :star:
• Learning to Segment Medical Images with Scribble-Supervision Alone. arxiv
• MaskFusion: Real-Time Recognition, Tracking and Reconstruction of Multiple Moving Objects. arxiv
• NeuroNet: Fast and Robust Reproduction of Multiple Brain Image Segmentation Pipelines. arxiv
• Panoptic Segmentation with a Joint Semantic and Instance Segmentation Network. arxiv
• Pathology Segmentation using Distributional Differences to Images of Healthy Origin. arxiv
• PersonLab: Person Pose Estimation and Instance Segmentation with a Bottom-Up, Part-Based, Geometric Embedding Model. arxiv
• Pixel Level Data Augmentation for Semantic Image Segmentation using Generative Adversarial Networks. arxiv
• PointSIFT: A SIFT-like Network Module for 3D Point Cloud Semantic Segmentation. arxiv code
• Pyramid Attention Network for Semantic Segmentation. arxiv
• Semantic Binary Segmentation using Convolutional Networks without Decoders. arxiv
• Y-Net: Joint Segmentation and Classification for Diagnosis of Breast Biopsy Images. arxiv

OCR

• Fooling OCR Systems with Adversarial Text Images. arxiv
• Open Set Chinese Character Recognition using Multi-typed Attributes. arxiv

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