https://github.com/sbrugman/deep-learning-papers
Papers about deep learning ordered by task, date. Current state-of-the-art papers and papers useful for getting started are labelled. For each paper there is a permanent link, which is either to Arxiv.org or to a mirror of the original paper in this repository.
Text
1.1. Code Generation
1.2. Sentiment Analysis
1.3. Translation
1.4. Classification
Visual
2.1. Gaming
2.2. Style Transfer
2.3. Tracking
2.4. Image Segmentation
2.5. Text (in the Wild) Recognition
2.6. Brain Computer Interfacing
2.7. Self-Driving Cars
2.8. Object Recognition
2.9. Logo Recognition
2.10. Super Resolution
2.11. Pose Estimation
2.12. Image Captioning
2.13. Image Compression
2.14. Image Synthesis
2.15. Face Recognition
Audio
3.1. Audio Synthesis
Other
4.1. Unclassified
4.2. Regularization
4.3. Neural Network Compression
4.4. Optimizers
Title
Date
Paper
Code
Labels
A Syntactic Neural Model for General-Purpose Code Generation
6 apr 2017 arxiv None RobustFill: Neural Program Learning under Noisy I/O
21 mar 2017 arxiv None DeepCoder: Learning to Write Programs
7 nov 2016 arxiv None Neuro-Symbolic Program Synthesis
6 nov 2016 arxiv None
Title
Date
Paper
Code
Labels
Rationalizing Neural Predictions
13 jun 2016 arxiv None Recursive Deep Models for Semantic Compositionality Over a Sentiment Treebank
18 okt 2013 paper None
Title
Date
Paper
Code
Labels
Google's Multilingual Neural Machine Translation System: Enabling Zero-Shot Translation
14 nov 2016 arxiv None Google's Neural Machine Translation System: Bridging the Gap between Human and Machine Translation
26 sep 2016 arxiv None
Title
Date
Paper
Code
Labels
A Simple but Tough-to-Beat Baseline for Sentence Embeddings
4 nov 2016 paper github None From Word Embeddings To Document Distances
6 jul 2016 paper github None Character-level Convolutional Networks for Text Classification
4 sep 2015 arxiv None GloVe: Global Vectors for Word Representation
25 may 2015 paper github None Distributed Representations of Sentences and Documents
16 may 2014 arxiv None Efficient Estimation of Word Representations in Vector Space
16 jan 2013 arxiv None
Title
Date
Paper
Code
Labels
Phase-Functioned Neural Networks for Character Control
1 may 2017 paper None Equivalence Between Policy Gradients and Soft Q-Learning
21 apr 2017 arxiv Beating Atari with Natural Language Guided Reinforcement Learning
18 apr 2017 arxiv Learning from Demonstrations for Real World Reinforcement Learning
12 apr 2017 arxiv FeUdal Networks for Hierarchical Reinforcement Learning
3 mar 2017 arxiv Overcoming catastrophic forgetting in neural networks
2 dec 2016 arxiv DeepChess: End-to-End Deep Neural Network for Automatic Learning in Chess
16 aug 2016 paper None Dueling Network Architectures for Deep Reinforcement Learning
20 nov 2015 arxiv Human-level control through deep reinforcement learning
26 feb 2015 paper Playing Atari with Deep Reinforcement Learning
19 dec 2013 arxiv
Title
Date
Paper
Code
Labels
Deep Photo Style Transfer
22 mar 2017 arxiv None Arbitrary Style Transfer in Real-time with Adaptive Instance Normalization
20 mar 2017 arxiv github None A Learned Representation For Artistic Style
24 okt 2016 arxiv None Instance Normalization: The Missing Ingredient for Fast Stylization
27 jul 2016 arxiv None Perceptual Losses for Real-Time Style Transfer and Super-Resolution
27 mar 2016 arxiv github None A Neural Algorithm of Artistic Style
26 aug 2015 arxiv github None
Title
Date
Paper
Code
Labels
End-to-end representation learning for Correlation Filter based tracking
20 apr 2017 arxiv github None
Title
Date
Paper
Code
Labels
SfM-Net: Learning of Structure and Motion from Video
25 apr 2017 arxiv None Mask R-CNN
20 mar 2017 arxiv Learning Features by Watching Objects Move
19 dec 2016 arxiv Fully Convolutional Networks for Semantic Segmentation
20 may 2016 arxiv None Instance-aware Semantic Segmentation via Multi-task Network Cascades
14 dec 2015 arxiv None Multi-Scale Context Aggregation by Dilated Convolutions
23 nov 2015 arxiv None SegNet: A Deep Convolutional Encoder-Decoder Architecture for Image Segmentation
2 nov 2015 arxiv None Learning Rich Features from RGB-D Images for Object Detection and Segmentation
22 jul 2014 arxiv None
Title
Date
Paper
Code
Labels
OCR Error Correction Using Character Correction and Feature-Based Word Classification
21 apr 2016 arxiv None Recursive Recurrent Nets with Attention Modeling for OCR in the Wild
9 mar 2016 arxiv None COCO-Text: Dataset and Benchmark for Text Detection and Recognition in Natural Images
26 jan 2016 arxiv None Efficient Scene Text Localization and Recognition with Local Character Refinement
14 apr 2015 arxiv None Reading Text in the Wild with Convolutional Neural Networks
4 dec 2014 arxiv None Synthetic Data and Artificial Neural Networks for Natural Scene Text Recognition
9 jun 2014 arxiv None
Title
Date
Paper
Code
Labels
Encoding Voxels with Deep Learning
2 dec 2015 paper None Deep Neural Networks Reveal a Gradient in the Complexity of Neural Representations across the Ventral Stream
8 jul 2015 paper None
Title
Date
Paper
Code
Labels
Computer Vision for Autonomous Vehicles: Problems, Datasets and State-of-the-Art
18 apr 2017 arxiv None End to End Learning for Self-Driving Cars
25 apr 2016 arxiv None
Title
Date
Paper
Code
Labels
Introspective Classifier Learning: Empower Generatively
25 apr 2017 arxiv None Learning Chained Deep Features and Classifiers for Cascade in Object Detection
23 feb 2017 arxiv None DSSD : Deconvolutional Single Shot Detector
23 jan 2017 arxiv YOLO9000: Better, Faster, Stronger
25 dec 2016 arxiv github Feature Pyramid Networks for Object Detection
9 dec 2016 arxiv Speed/accuracy trade-offs for modern convolutional object detectors
30 nov 2016 arxiv None Aggregated Residual Transformations for Deep Neural Networks
16 nov 2016 arxiv None Aggregated Residual Transformations for Deep Neural Networks
16 nov 2016 arxiv None Hierarchical Object Detection with Deep Reinforcement Learning
11 nov 2016 arxiv Xception: Deep Learning with Depthwise Separable Convolutions
7 okt 2016 arxiv None Learning to Make Better Mistakes: Semantics-aware Visual Food Recognition
1 okt 2016 paper None Densely Connected Convolutional Networks
25 aug 2016 arxiv None Residual Networks of Residual Networks: Multilevel Residual Networks
9 aug 2016 arxiv None Context Matters: Refining Object Detection in Video with Recurrent Neural Networks
15 jul 2016 arxiv None R-FCN: Object Detection via Region-based Fully Convolutional Networks
20 may 2016 arxiv None Training Region-based Object Detectors with Online Hard Example Mining
12 apr 2016 arxiv None T-CNN: Tubelets with Convolutional Neural Networks for Object Detection from Videos
9 apr 2016 arxiv None Inception-v4, Inception-ResNet and the Impact of Residual Connections on Learning
23 feb 2016 arxiv None Deep Residual Learning for Image Recognition
10 dec 2015 arxiv None SSD: Single Shot MultiBox Detector
8 dec 2015 arxiv ParseNet: Looking Wider to See Better
15 jun 2015 arxiv None You Only Look Once: Unified, Real-Time Object Detection
8 jun 2015 arxiv Faster R-CNN: Towards Real-Time Object Detection with Region Proposal Networks
4 jun 2015 arxiv Delving Deep into Rectifiers: Surpassing Human-Level Performance on ImageNet Classification
6 feb 2015 arxiv None Deep Image: Scaling up Image Recognition
13 jan 2015 arxiv None Rich feature hierarchies for accurate object detection and semantic segmentation
11 nov 2013 arxiv None Selective Search for Object Recognition
11 mar 2013 paper None ImageNet Classification with Deep Convolutional Neural Networks
3 dec 2012 paper
Title
Date
Paper
Code
Labels
Deep Learning Logo Detection with Data Expansion by Synthesising Context
29 dec 2016 arxiv None Automatic Graphic Logo Detection via Fast Region-based Convolutional Networks
20 apr 2016 arxiv None LOGO-Net: Large-scale Deep Logo Detection and Brand Recognition with Deep Region-based Convolutional Networks
8 nov 2015 arxiv None DeepLogo: Hitting Logo Recognition with the Deep Neural Network Hammer
7 okt 2015 arxiv None
Title
Date
Paper
Code
Labels
Real-Time Single Image and Video Super-Resolution Using an Efficient Sub-Pixel Convolutional Neural Network
16 sep 2016 arxiv None Photo-Realistic Single Image Super-Resolution Using a Generative Adversarial Network
15 sep 2016 arxiv None RAISR: Rapid and Accurate Image Super Resolution
3 jun 2016 arxiv None Perceptual Losses for Real-Time Style Transfer and Super-Resolution
27 mar 2016 arxiv github None Image Super-Resolution Using Deep Convolutional Networks
31 dec 2014 arxiv None
Title
Date
Paper
Code
Labels
Forecasting Human Dynamics from Static Images
11 apr 2017 arxiv None Fast Single Shot Detection and Pose Estimation
19 sep 2016 arxiv None
Title
Date
Paper
Code
Labels
Detecting and Recognizing Human-Object Interactions
24 apr 2017 arxiv None Deep Reinforcement Learning-based Image Captioning with Embedding Reward
12 apr 2017 arxiv Generation and Comprehension of Unambiguous Object Descriptions
7 nov 2015 arxiv None Long-term Recurrent Convolutional Networks for Visual Recognition and Description
17 nov 2014 arxiv None
Title
Date
Paper
Code
Labels
Full Resolution Image Compression with Recurrent Neural Networks
18 aug 2016 arxiv None
Title
Date
Paper
Code
Labels
A Neural Representation of Sketch Drawings
11 apr 2017 arxiv None BEGAN: Boundary Equilibrium Generative Adversarial Networks
31 mar 2017 arxiv github None Improved Training of Wasserstein GANs
31 mar 2017 arxiv None Unpaired Image-to-Image Translation using Cycle-Consistent Adversarial Networks
30 mar 2017 arxiv github None RenderGAN: Generating Realistic Labeled Data
4 nov 2016 arxiv None Conditional Image Generation with PixelCNN Decoders
16 jun 2016 arxiv None Pixel Recurrent Neural Networks
25 jan 2016 arxiv None
Title
Date
Paper
Code
Labels
Accessorize to a Crime: Real and Stealthy Attacks on State-of-the-Art Face Recognition
24 okt 2016 paper None OpenFace: A general-purpose face recognition library with mobile applications
1 jun 2016 paper None Emotion Recognition in the Wild via Convolutional Neural Networks and Mapped Binary Patterns
9 nov 2015 paper None Deep Face Recognition
7 sep 2015 paper None Compact Convolutional Neural Network Cascade for Face Detection
6 aug 2015 arxiv None Learning Robust Deep Face Representation
17 jul 2015 arxiv None Facenet: A unified embedding for face recognition and clustering
12 jun 2015 paper None Multi-view Face Detection Using Deep Convolutional Neural Networks
10 feb 2015 arxiv None
Title
Date
Paper
Code
Labels
A Neural Parametric Singing Synthesizer
12 apr 2017 arxiv None Neural Audio Synthesis of Musical Notes with WaveNet Autoencoders
5 apr 2017 arxiv github None Tacotron: Towards End-to-End Speech Synthesis
29 mar 2017 arxiv None Deep Voice: Real-time Neural Text-to-Speech
25 feb 2017 arxiv None WaveNet: A Generative Model for Raw Audio
12 sep 2016 arxiv github None
Title
Date
Paper
Code
Labels
Who Said What: Modeling Individual Labelers Improves Classification
26 mar 2017 arxiv None Semi-supervised Knowledge Transfer for Deep Learning from Private Training Data
18 okt 2016 arxiv None DeepMath - Deep Sequence Models for Premise Selection
14 jun 2016 arxiv None Unsupervised CNN for Single View Depth Estimation: Geometry to the Rescue
16 mar 2016 arxiv None Long Short-Term Memory
15 nov 1997 paper None
Title
Date
Paper
Code
Labels
Dropout as a Bayesian Approximation: Representing Model Uncertainty in Deep Learning
6 jun 2015 arxiv None Batch Normalization: Accelerating Deep Network Training by Reducing Internal Covariate Shift
11 feb 2015 arxiv None
Title
Date
Paper
Code
Labels
SqueezeNet: AlexNet-level accuracy with 50x fewer parameters and <0.5MB model size
24 feb 2016 arxiv None Deep Compression: Compressing Deep Neural Networks with Pruning, Trained Quantization and Huffman Coding
1 okt 2015 arxiv None
Title
Date
Paper
Code
Labels
Adam: A Method for Stochastic Optimization
22 dec 2014 arxiv None Deep learning with Elastic Averaging SGD
20 dec 2014 arxiv None ADADELTA: An Adaptive Learning Rate Method
22 dec 2012 arxiv None Advances in Optimizing Recurrent Networks
4 dec 2012 arxiv None Efficient Backprop
1 jul 1998 paper
