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Lossy Image Compression with Compressive Autoencoders

Lossy Image Compression with Compressive Autoencoders

1 March 2017
Lucas Theis
Wenzhe Shi
Andrew Cunningham
Ferenc Huszár
ArXivPDFHTML

Papers citing "Lossy Image Compression with Compressive Autoencoders"

50 / 174 papers shown
Title
Compressing Images by Encoding Their Latent Representations with
  Relative Entropy Coding
Compressing Images by Encoding Their Latent Representations with Relative Entropy Coding
Gergely Flamich
Marton Havasi
José Miguel Hernández-Lobato
21
59
0
02 Oct 2020
Learning to Compress Videos without Computing Motion
Learning to Compress Videos without Computing Motion
Meixu Chen
T. Goodall
Anjul Patney
A. Bovik
12
9
0
29 Sep 2020
Bandwidth-Agile Image Transmission with Deep Joint Source-Channel Coding
Bandwidth-Agile Image Transmission with Deep Joint Source-Channel Coding
David Burth Kurka
Deniz Gündüz
8
120
0
26 Sep 2020
Review: Deep Learning in Electron Microscopy
Review: Deep Learning in Electron Microscopy
Jeffrey M. Ede
44
79
0
17 Sep 2020
Improving Deep Video Compression by Resolution-adaptive Flow Coding
Improving Deep Video Compression by Resolution-adaptive Flow Coding
Zhihao Hu
Zhenghao Chen
Dong Xu
Guo Lu
Wanli Ouyang
S. O. O. ScienceTechnology
39
124
0
13 Sep 2020
Evaluating Lossy Compression Rates of Deep Generative Models
Evaluating Lossy Compression Rates of Deep Generative Models
Sicong Huang
Alireza Makhzani
Yanshuai Cao
Roger C. Grosse
EGVM
DRL
8
27
0
15 Aug 2020
Channel-wise Autoregressive Entropy Models for Learned Image Compression
Channel-wise Autoregressive Entropy Models for Learned Image Compression
David C. Minnen
Saurabh Singh
25
406
0
17 Jul 2020
The Many Faces of Robustness: A Critical Analysis of Out-of-Distribution
  Generalization
The Many Faces of Robustness: A Critical Analysis of Out-of-Distribution Generalization
Dan Hendrycks
Steven Basart
Norman Mu
Saurav Kadavath
Frank Wang
...
Samyak Parajuli
Mike Guo
D. Song
Jacob Steinhardt
Justin Gilmer
OOD
131
1,685
0
29 Jun 2020
Learning for Video Compression with Recurrent Auto-Encoder and Recurrent
  Probability Model
Learning for Video Compression with Recurrent Auto-Encoder and Recurrent Probability Model
Ren Yang
Fabian Mentzer
Luc Van Gool
Radu Timofte
18
138
0
24 Jun 2020
High-Fidelity Generative Image Compression
High-Fidelity Generative Image Compression
Fabian Mentzer
G. Toderici
Michael Tschannen
E. Agustsson
57
463
0
17 Jun 2020
Universally Quantized Neural Compression
Universally Quantized Neural Compression
E. Agustsson
Lucas Theis
MQ
19
89
0
17 Jun 2020
Self-Supervised Domain Mismatch Estimation for Autonomous Perception
Self-Supervised Domain Mismatch Estimation for Autonomous Perception
Jonas Löhdefink
Justin Fehrling
Marvin Klingner
Fabian Hüger
Peter Schlicht
Nico M. Schmidt
Tim Fingscheidt
13
15
0
15 Jun 2020
JPD-SE: High-Level Semantics for Joint Perception-Distortion Enhancement
  in Image Compression
JPD-SE: High-Level Semantics for Joint Perception-Distortion Enhancement in Image Compression
Shiyu Duan
Huaijin Chen
Liang Feng
32
5
0
24 May 2020
An analysis on the use of autoencoders for representation learning:
  fundamentals, learning task case studies, explainability and challenges
An analysis on the use of autoencoders for representation learning: fundamentals, learning task case studies, explainability and challenges
D. Charte
F. Charte
M. J. D. Jesus
Francisco Herrera
SSL
OOD
27
51
0
21 May 2020
Lossy Compression with Distortion Constrained Optimization
Lossy Compression with Distortion Constrained Optimization
T. V. Rozendaal
Guillaume Sautière
Taco S. Cohen
31
13
0
08 May 2020
CDC: Classification Driven Compression for Bandwidth Efficient
  Edge-Cloud Collaborative Deep Learning
CDC: Classification Driven Compression for Bandwidth Efficient Edge-Cloud Collaborative Deep Learning
Yuanrui Dong
Peng Zhao
Hanqiao Yu
Cong Zhao
Shusen Yang
31
19
0
04 May 2020
Structure-preserving neural networks
Structure-preserving neural networks
Quercus Hernandez
Alberto Badías
D. González
Francisco Chinesta
Elías Cueto
PINN
22
70
0
09 Apr 2020
Feedback Recurrent Autoencoder for Video Compression
Feedback Recurrent Autoencoder for Video Compression
Adam Goliñski
Reza Pourreza
Yang Yang
Guillaume Sautière
Taco S. Cohen
VGen
41
48
0
09 Apr 2020
Image compression optimized for 3D reconstruction by utilizing deep
  neural networks
Image compression optimized for 3D reconstruction by utilizing deep neural networks
Alexander M. Golts
Y. Schechner
3DV
29
12
0
27 Mar 2020
Generalized Octave Convolutions for Learned Multi-Frequency Image
  Compression
Generalized Octave Convolutions for Learned Multi-Frequency Image Compression
Mohammad Akbari
Jie Liang
Jingning Han
Chengjie Tu
19
19
0
24 Feb 2020
Predictive Sampling with Forecasting Autoregressive Models
Predictive Sampling with Forecasting Autoregressive Models
Auke Wiggers
Emiel Hoogeboom
BDL
33
16
0
23 Feb 2020
Binary Probability Model for Learning Based Image Compression
Binary Probability Model for Learning Based Image Compression
Théo Ladune
Pierrick Philippe
W. Hamidouche
Lu Zhang
Olivier Déforges
16
1
0
21 Feb 2020
Saliency Driven Perceptual Image Compression
Saliency Driven Perceptual Image Compression
Yash J. Patel
Srikar Appalaraju
R. Manmatha
39
6
0
12 Feb 2020
A Foreground-background Parallel Compression with Residual Encoding for
  Surveillance Video
A Foreground-background Parallel Compression with Residual Encoding for Surveillance Video
Lirong Wu
Kejie Huang
Haibin Shen
Lianli Gao
32
20
0
18 Jan 2020
A GAN-based Tunable Image Compression System
A GAN-based Tunable Image Compression System
Lirong Wu
Kejie Huang
Haibin Shen
GAN
19
42
0
18 Jan 2020
Towards Coding for Human and Machine Vision: A Scalable Image Coding
  Approach
Towards Coding for Human and Machine Vision: A Scalable Image Coding Approach
Yueyu Hu
Shuai Yang
Wenhan Yang
Ling-yu Duan
Jiaying Liu
VGen
27
66
0
09 Jan 2020
Learned Variable-Rate Image Compression with Residual Divisive
  Normalization
Learned Variable-Rate Image Compression with Residual Divisive Normalization
Mohammad Akbari
Jie Liang
Jingning Han
Chengjie Tu
22
25
0
11 Dec 2019
Denoising and Regularization via Exploiting the Structural Bias of
  Convolutional Generators
Denoising and Regularization via Exploiting the Structural Bias of Convolutional Generators
Reinhard Heckel
Mahdi Soltanolkotabi
DiffM
37
81
0
31 Oct 2019
Utilising Low Complexity CNNs to Lift Non-Local Redundancies in Video
  Coding
Utilising Low Complexity CNNs to Lift Non-Local Redundancies in Video Coding
Jan P. Klopp
Liang-Gee Chen
Shao-Yi Chien
31
11
0
19 Oct 2019
Low Bit-Rate Speech Coding with VQ-VAE and a WaveNet Decoder
Low Bit-Rate Speech Coding with VQ-VAE and a WaveNet Decoder
Cristina Garbacea
Aaron van den Oord
Yazhe Li
Felicia S. C. Lim
Alejandro Luebs
Oriol Vinyals
Thomas C. Walters
27
121
0
14 Oct 2019
Variable Rate Deep Image Compression With a Conditional Autoencoder
Variable Rate Deep Image Compression With a Conditional Autoencoder
Yoojin Choi
Mostafa El-Khamy
Jungwon Lee
DRL
30
223
0
11 Sep 2019
Customized OCT images compression scheme with deep neural network
Pengfei Guo
Dawei Li
Xingde Li
MedIm
16
0
0
24 Aug 2019
DSIC: Deep Stereo Image Compression
DSIC: Deep Stereo Image Compression
Jerry Liu
Shenlong Wang
R. Urtasun
30
45
0
09 Aug 2019
Improving Channel Charting with Representation-Constrained Autoencoders
Improving Channel Charting with Representation-Constrained Autoencoders
Pengzhi Huang
Oscar Castañeda
Emre Gönültaş
Said Medjkouh
O. Tirkkonen
Tom Goldstein
Christoph Studer
18
33
0
07 Aug 2019
Efficient and Effective Context-Based Convolutional Entropy Modeling for
  Image Compression
Efficient and Effective Context-Based Convolutional Entropy Modeling for Image Compression
Mu Li
Kede Ma
J. You
David C. Zhang
W. Zuo
30
67
0
24 Jun 2019
Quantization-Based Regularization for Autoencoders
Quantization-Based Regularization for Autoencoders
Hanwei Wu
M. Flierl
DRL
21
2
0
27 May 2019
Compression with Flows via Local Bits-Back Coding
Compression with Flows via Local Bits-Back Coding
Jonathan Ho
Evan Lohn
Pieter Abbeel
35
53
0
21 May 2019
Deep Predictive Video Compression with Bi-directional Prediction
Deep Predictive Video Compression with Bi-directional Prediction
Woonsung Park
Munchurl Kim
35
7
0
05 Apr 2019
Learning Content-Weighted Deep Image Compression
Learning Content-Weighted Deep Image Compression
Mu Li
W. Zuo
Shuhang Gu
J. You
David C. Zhang
30
70
0
01 Apr 2019
GAN- vs. JPEG2000 Image Compression for Distributed Automotive
  Perception: Higher Peak SNR Does Not Mean Better Semantic Segmentation
GAN- vs. JPEG2000 Image Compression for Distributed Automotive Perception: Higher Peak SNR Does Not Mean Better Semantic Segmentation
Jonas Löhdefink
Andreas Bär
Nico M. Schmidt
Fabian Hüger
Peter Schlicht
Tim Fingscheidt
29
15
0
12 Feb 2019
Toward Joint Image Generation and Compression using Generative
  Adversarial Networks
Toward Joint Image Generation and Compression using Generative Adversarial Networks
Byeongkeun Kang
Subarna Tripathi
Truong Thao Nguyen
GAN
30
6
0
23 Jan 2019
Practical Lossless Compression with Latent Variables using Bits Back
  Coding
Practical Lossless Compression with Latent Variables using Bits Back Coding
James Townsend
Thomas Bird
David Barber
DRL
30
139
0
15 Jan 2019
Adversarial Defense of Image Classification Using a Variational
  Auto-Encoder
Adversarial Defense of Image Classification Using a Variational Auto-Encoder
Yi-Si Luo
H. Pfister
AAML
11
9
0
07 Dec 2018
Practical Full Resolution Learned Lossless Image Compression
Practical Full Resolution Learned Lossless Image Compression
Fabian Mentzer
E. Agustsson
Michael Tschannen
Radu Timofte
Luc Van Gool
24
196
0
30 Nov 2018
Neural Joint Source-Channel Coding
Neural Joint Source-Channel Coding
Kristy Choi
Kedar Tatwawadi
Aditya Grover
Tsachy Weissman
Stefano Ermon
13
38
0
19 Nov 2018
Neural Image Compression for Gigapixel Histopathology Image Analysis
Neural Image Compression for Gigapixel Histopathology Image Analysis
David Tellez
G. Litjens
Jeroen van der Laak
F. Ciompi
35
206
0
07 Nov 2018
Quaternion Convolutional Neural Networks for Heterogeneous Image
  Processing
Quaternion Convolutional Neural Networks for Heterogeneous Image Processing
Titouan Parcollet
Mohamed Morchid
G. Linarès
146
93
0
31 Oct 2018
DN-ResNet: Efficient Deep Residual Network for Image Denoising
DN-ResNet: Efficient Deep Residual Network for Image Denoising
Haoyu Ren
Mostafa El-Khamy
Jungwon Lee
27
50
0
16 Oct 2018
Piano Genie
Piano Genie
Chris Donahue
Ian Simon
Sander Dieleman
30
43
0
11 Oct 2018
Deep Generative Video Compression
Deep Generative Video Compression
Jun Han
Salvator Lombardo
Christopher Schroers
Stephan Mandt
VGen
32
58
0
05 Oct 2018
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