Deep Learning Applications

Published: 09 Oct 2015 Category: deep_learning

Applications

DeepFix: A Fully Convolutional Neural Network for predicting Human Eye Fixations

Some like it hot - visual guidance for preference prediction

Deep Learning Algorithms with Applications to Video Analytics for A Smart City: A Survey

Deep Relative Attributes

Deep-Spying: Spying using Smartwatch and Deep Learning

Camera identification with deep convolutional networks

An Analysis of Deep Neural Network Models for Practical Applications

8 Inspirational Applications of Deep Learning

16 Open Source Deep Learning Models Running as Microservices

Makeup like a superstar: Deep Localized Makeup Transfer Network

Deep Cascaded Bi-Network for Face Hallucination

DeepWarp: Photorealistic Image Resynthesis for Gaze Manipulation

Autoencoding Blade Runner

A guy trained a machine to “watch” Blade Runner. Then things got seriously sci-fi.

http://www.vox.com/2016/6/1/11787262/blade-runner-neural-network-encoding

Deep Convolution Networks for Compression Artifacts Reduction

Deep GDashboard: Visualizing and Understanding Genomic Sequences Using Deep Neural Networks

Instagram photos reveal predictive markers of depression

How an Algorithm Learned to Identify Depressed Individuals by Studying Their Instagram Photos

IM2CAD

Fast, Lean, and Accurate: Modeling Password Guessability Using Neural Networks

Defeating Image Obfuscation with Deep Learning

Detecting Music BPM using Neural Networks

Generative Visual Manipulation on the Natural Image Manifold

Deep Impression: Audiovisual Deep Residual Networks for Multimodal Apparent Personality Trait Recognition

Deep Gold: Using Convolution Networks to Find Minerals

Predicting First Impressions with Deep Learning

Judging a Book By its Cover

Image Credibility Analysis with Effective Domain Transferred Deep Networks

A novel image tag completion method based on convolutional neural network

Age Estimation

Deeply-Learned Feature for Age Estimation

Age and Gender Classification using Convolutional Neural Networks

Group-Aware Deep Feature Learning For Facial Age Estimation

Face Aging

Recurrent Face Aging

Face Aging With Conditional Generative Adversarial Networks

Emotion / Expression Recognition

Real-time emotion recognition for gaming using deep convolutional network features

Emotion Recognition in the Wild via Convolutional Neural Networks and Mapped Binary Patterns

DeXpression: Deep Convolutional Neural Network for Expression Recognition

DEX: Deep EXpectation of apparent age from a single image

EmotioNet: EmotioNet: An accurate, real-time algorithm for the automatic annotation of a million facial expressions in the wild

How Deep Neural Networks Can Improve Emotion Recognition on Video Data

Peak-Piloted Deep Network for Facial Expression Recognition

Training Deep Networks for Facial Expression Recognition with Crowd-Sourced Label Distribution

A Recursive Framework for Expression Recognition: From Web Images to Deep Models to Game Dataset

FaceNet2ExpNet: Regularizing a Deep Face Recognition Net for Expression Recognition

EmotionNet Challenge

Baseline CNN structure analysis for facial expression recognition

Facial Expression Recognition using Convolutional Neural Networks: State of the Art

DAGER: Deep Age, Gender and Emotion Recognition Using Convolutional Neural Network

Deep generative-contrastive networks for facial expression recognition

https://arxiv.org/abs/1703.07140

Attribution Prediction

PANDA: Pose Aligned Networks for Deep Attribute Modeling

Predicting psychological attributions from face photographs with a deep neural network

Learning Human Identity from Motion Patterns

Pose Estimation

DeepPose: Human Pose Estimation via Deep Neural Networks

Heterogeneous multi-task learning for human pose estimation with deep convolutional neural network

Flowing ConvNets for Human Pose Estimation in Videos

Structured Feature Learning for Pose Estimation

Convolutional Pose Machines

Model-based Deep Hand Pose Estimation

Stacked Hourglass Networks for Human Pose Estimation

Chained Predictions Using Convolutional Neural Networks

DeeperCut: A Deeper, Stronger, and Faster Multi-Person Pose Estimation Model

Real-time Human Pose Estimation from Video with Convolutional Neural Networks

Region Ensemble Network: Improving Convolutional Network for Hand Pose Estimation

Binarized Convolutional Landmark Localizers for Human Pose Estimation and Face Alignment with Limited Resources

Sentiment Prediction

From Pixels to Sentiment: Fine-tuning CNNs for Visual Sentiment Prediction

Predict Sentiment From Movie Reviews Using Deep Learning

Neural Sentiment Classification with User and Product Attention

From Pixels to Sentiment: Fine-tuning CNNs for Visual Sentiment Prediction

Place Recognition

NetVLAD: CNN architecture for weakly supervised place recognition

PlaNet - Photo Geolocation with Convolutional Neural Networks

Visual place recognition using landmark distribution descriptors

Low-effort place recognition with WiFi fingerprints using deep learning

Deep Learning Features at Scale for Visual Place Recognition

Camera Relocalization

PoseNet: A Convolutional Network for Real-Time 6-DOF Camera Relocalization

Modelling Uncertainty in Deep Learning for Camera Relocalization

Random Forests versus Neural Networks - What’s Best for Camera Relocalization?

Deep Convolutional Neural Network for 6-DOF Image Localization

Image-based Localization with Spatial LSTMs

VidLoc: 6-DoF Video-Clip Relocalization

Towards CNN Map Compression for camera relocalisation

Crowd Counting / Analysis

Large scale crowd analysis based on convolutional neural network

Crossing-line Crowd Counting with Two-phase Deep Neural Networks

Cross-scene Crowd Counting via Deep Convolutional Neural Networks

Single-Image Crowd Counting via Multi-Column Convolutional Neural Network

CrowdNet: A Deep Convolutional Network for Dense Crowd Counting

Crowd Counting by Adapting Convolutional Neural Networks with Side Information

Fully Convolutional Crowd Counting On Highly Congested Scenes

Deep Spatio-Temporal Residual Networks for Citywide Crowd Flows Prediction

Multi-scale Convolutional Neural Networks for Crowd Counting

Counting

Using Convolutional Neural Networks to Count Palm Trees in Satellite Images

Activity Recognition

Implementing a CNN for Human Activity Recognition in Tensorflow

Concurrent Activity Recognition with Multimodal CNN-LSTM Structure

Music / Sound Classification

Explaining Deep Convolutional Neural Networks on Music Classification

Deep Convolutional Neural Networks and Data Augmentation for Environmental Sound Classification

Convolutional Recurrent Neural Networks for Music Classification

CNN Architectures for Large-Scale Audio Classification

SoundNet: Learning Sound Representations from Unlabeled Video

Deep Learning ‘ahem’ detector

GenreFromAudio: Finding the genre of a song with Deep Learning

NSFW Detection / Classification

Nipple Detection using Convolutional Neural Network

Applying deep learning to classify pornographic images and videos

MODERATE, FILTER, OR CURATE ADULT CONTENT WITH CLARIFAI’S NSFW MODEL

WHAT CONVOLUTIONAL NEURAL NETWORKS LOOK AT WHEN THEY SEE NUDITY

Open Sourcing a Deep Learning Solution for Detecting NSFW Images

Miles Deep - AI Porn Video Editor

Image Reconstruction / Inpainting

Context Encoders: Feature Learning by Inpainting

Semantic Image Inpainting with Perceptual and Contextual Losses

High-Resolution Image Inpainting using Multi-Scale Neural Patch Synthesis

Face Image Reconstruction from Deep Templates

https://www.arxiv.org/abs/1703.00832

Image Restoration

Image Restoration Using Very Deep Convolutional Encoder-Decoder Networks with Symmetric Skip Connections

Image Restoration Using Convolutional Auto-encoders with Symmetric Skip Connections

Image Completion with Deep Learning in TensorFlow

Deeply Aggregated Alternating Minimization for Image Restoration

A New Convolutional Network-in-Network Structure and Its Applications in Skin Detection, Semantic Segmentation, and Artifact Reduction

Image Super-Resolution

Super-Resolution.Benckmark

Image Super-Resolution Using Deep Convolutional Networks

Learning a Deep Convolutional Network for Image Super-Resolution

Shepard Convolutional Neural Networks

Bidirectional Recurrent Convolutional Networks for Multi-Frame Super-Resolution

Deeply-Recursive Convolutional Network for Image Super-Resolution

Accurate Image Super-Resolution Using Very Deep Convolutional Networks

Super-Resolution with Deep Convolutional Sufficient Statistics

Deep Depth Super-Resolution : Learning Depth Super-Resolution using Deep Convolutional Neural Network

Local- and Holistic- Structure Preserving Image Super Resolution via Deep Joint Component Learning

End-to-End Image Super-Resolution via Deep and Shallow Convolutional Networks

Accelerating the Super-Resolution Convolutional Neural Network

srez: Image super-resolution through deep learning

Photo-Realistic Single Image Super-Resolution Using a Generative Adversarial Network

Real-Time Single Image and Video Super-Resolution Using an Efficient Sub-Pixel Convolutional Neural Network

Is the deconvolution layer the same as a convolutional layer?

  • intro: A note on Real­Time Single Image and Video Super­Resolution Using an Efficient Sub­Pixel Convolutional Neural Network.
  • arxiv: http://arxiv.org/abs/1609.07009

Amortised MAP Inference for Image Super-resolution

Real-Time Video Super-Resolution with Spatio-Temporal Networks and Motion Compensation

Super-Resolution on Satellite Imagery using Deep Learning

Neural Enhance: Super Resolution for images using deep learning.

Texture Enhancement via High-Resolution Style Transfer for Single-Image Super-Resolution

EnhanceNet: Single Image Super-Resolution through Automated Texture Synthesis

Learning a Mixture of Deep Networks for Single Image Super-Resolution

Dual Recovery Network with Online Compensation for Image Super-Resolution

Super-resolution Using Constrained Deep Texture Synthesis

Pixel Recursive Super Resolution

GUN: Gradual Upsampling Network for single image super-resolution

Image Denoising

Beyond a Gaussian Denoiser: Residual Learning of Deep CNN for Image Denoising

Medical image denoising using convolutional denoising autoencoders

Rectifier Neural Network with a Dual-Pathway Architecture for Image Denoising

Non-Local Color Image Denoising with Convolutional Neural Networks

Joint Visual Denoising and Classification using Deep Learning

Deep Convolutional Denoising of Low-Light Images

Deep Class Aware Denoising

End-to-End Learning for Structured Prediction Energy Networks

Image Haze Removal

DehazeNet: An End-to-End System for Single Image Haze Removal

Image Rain Removal / De-raining

Clearing the Skies: A deep network architecture for single-image rain removal

Joint Rain Detection and Removal via Iterative Region Dependent Multi-Task Learning

Image De-raining Using a Conditional Generative Adversarial Network

Fence Removal

Deep learning based fence segmentation and removal from an image using a video sequence

Blur Detection and Removal

Learning to Deblur

Learning a Convolutional Neural Network for Non-uniform Motion Blur Removal

End-to-End Learning for Image Burst Deblurring

Deep Video Deblurring

Deep Multi-scale Convolutional Neural Network for Dynamic Scene Deblurring

From Motion Blur to Motion Flow: a Deep Learning Solution for Removing Heterogeneous Motion Blur

Motion Deblurring in the Wild

Image Compression

An image compression and encryption scheme based on deep learning

Full Resolution Image Compression with Recurrent Neural Networks

Image Compression with Neural Networks

Lossy Image Compression With Compressive Autoencoders

End-to-end Optimized Image Compression

CAS-CNN: A Deep Convolutional Neural Network for Image Compression Artifact Suppression

Semantic Perceptual Image Compression using Deep Convolution Networks

Generative Compression

Image Quality Assessment

Deep Neural Networks for No-Reference and Full-Reference Image Quality Assessment

Image Matting

Deep Image Matting

Image Blending

GP-GAN: Towards Realistic High-Resolution Image Blending

https://arxiv.org/abs/1703.07195

Abnormality / Anomaly Detection

Toward a Taxonomy and Computational Models of Abnormalities in Images

Depth Prediction

Deeper Depth Prediction with Fully Convolutional Residual Networks

Depth from a Single Image by Harmonizing Overcomplete Local Network Predictions

Texture Synthesis

Texture Synthesis Using Convolutional Neural Networks

Texture Networks: Feed-forward Synthesis of Textures and Stylized Images

Precomputed Real-Time Texture Synthesis with Markovian Generative Adversarial Networks

Texture Synthesis with Spatial Generative Adversarial Networks

Improved Texture Networks: Maximizing Quality and Diversity in Feed-forward Stylization and Texture Synthesis

Deep TEN: Texture Encoding Network

Diversified Texture Synthesis with Feed-forward Networks

Image Synthesis

Combining Markov Random Fields and Convolutional Neural Networks for Image Synthesis

Generative Adversarial Text to Image Synthesis

StackGAN: Text to Photo-realistic Image Synthesis with Stacked Generative Adversarial Networks

Image Tagging

Fast Zero-Shot Image Tagging

Flexible Image Tagging with Fast0Tag

Sampled Image Tagging and Retrieval Methods on User Generated Content

Image Matching

Learning Fine-grained Image Similarity with Deep Ranking

Learning to compare image patches via convolutional neural networks

MatchNet: Unifying Feature and Metric Learning for Patch-Based Matching

Fashion Style in 128 Floats

Fully-Trainable Deep Matching

Local Similarity-Aware Deep Feature Embedding

Convolutional neural network architecture for geometric matching

Image Editing

Neural Photo Editing with Introspective Adversarial Networks

Deep Feature Interpolation for Image Content Changes

Invertible Conditional GANs for image editing

Semantic Facial Expression Editing using Autoencoded Flow

Face Swap

Fast Face-swap Using Convolutional Neural Networks

Person Re-identification

DeepReID: Deep Filter Pairing Neural Network for Person Re-Identification

Recurrent Convolutional Network for Video-based Person Re-Identification

PersonNet: Person Re-identification with Deep Convolutional Neural Networks

Learning Deep Feature Representations with Domain Guided Dropout for Person Re-identification

A Multi-task Deep Network for Person Re-identification

Gated Siamese Convolutional Neural Network Architecture for Human Re-Identification

A Siamese Long Short-Term Memory Architecture for Human Re-Identification

Gated Siamese Convolutional Neural Network Architecture for Human Re-Identification

Deep Learning Prototype Domains for Person Re-Identification

Deep Transfer Learning for Person Re-identification

Structured Deep Hashing with Convolutional Neural Networks for Fast Person Re-identification

In Defense of the Triplet Loss for Person Re-Identification

https://arxiv.org/abs/1703.07737

Music Tagging

Automatic tagging using deep convolutional neural networks

Music tagging and feature extraction with MusicTaggerCRNN

https://keras.io/applications/#music-tagging-and-feature-extraction-with-musictaggercrnn

CTR Prediction

Deep CTR Prediction in Display Advertising

DeepFM: A Factorization-Machine based Neural Network for CTR Prediction

Cryptography

Learning to Protect Communications with Adversarial Neural Cryptography

Adversarial Neural Cryptography in Theano

Embedding Watermarks into Deep Neural Networks

Cyber Security

Collection of Deep Learning Cyber Security Research Papers

Lip Reading

LipNet: Sentence-level Lipreading

Lip Reading Sentences in the Wild

Combining Residual Networks with LSTMs for Lipreading

Event Recognition

Better Exploiting OS-CNNs for Better Event Recognition in Images

Transferring Object-Scene Convolutional Neural Networks for Event Recognition in Still Images

IOD-CNN: Integrating Object Detection Networks for Event Recognition

https://arxiv.org/abs/1703.07431

Others

Selfai: Predicting Facial Beauty in Selfies

Selfai: A Method for Understanding Beauty in Selfies

Deep Learning Enables You to Hide Screen when Your Boss is Approaching

Blogs

40 Ways Deep Learning is Eating the World

https://medium.com/intuitionmachine/the-ultimate-deep-learning-applications-list-434d1425da1d#.rxq8xvbfz

Applications

http://www.deeplearningpatterns.com/doku.php/applications

Systematic Approach To Applications Of Deep Learning

https://gettocode.com/2016/11/25/systematic-approach-to-applications-of-deep-learning/

Resources

Deep Learning Gallery - a curated collection of deep learning projects

http://deeplearninggallery.com/