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Realistic Bokeh Effect Rendering on Mobile GPUs, Mobile AI & AIM 2022
  challenge: Report

Realistic Bokeh Effect Rendering on Mobile GPUs, Mobile AI & AIM 2022 challenge: Report

7 November 2022
Andrey D. Ignatov
Radu Timofte
Jin Zhang
Feng Zhang
G. Yu
Zheng Ma
Hongbin Wang
Minsu Kwon
Haotian Qian
Wentao Tong
Pan Mu
Ziping Wang
Guangjing Yan
Brian Lee
Lei Fei
Huaijin Chen
Hyebin Cho
Byeongjun Kwon
Munchurl Kim
Mingyang Qian
Huixin Ma
Yanan Li
Xiaotao Wang
Lei Lei
ArXivPDFHTML

Papers citing "Realistic Bokeh Effect Rendering on Mobile GPUs, Mobile AI & AIM 2022 challenge: Report"

50 / 55 papers shown
Title
Bokehlicious: Photorealistic Bokeh Rendering with Controllable Apertures
Bokehlicious: Photorealistic Bokeh Rendering with Controllable Apertures
Tim Seizinger
Florin-Alexandru Vasluianu
Marcos V. Conde
Zongwei Wu
Radu Timofte
83
0
0
20 Mar 2025
MicroISP: Processing 32MP Photos on Mobile Devices with Deep Learning
MicroISP: Processing 32MP Photos on Mobile Devices with Deep Learning
Andrey D. Ignatov
Anastasia Sycheva
Radu Timofte
Yu-Wen Tseng
Yu-Syuan Xu
...
Cheng-Ming Chiang
Hsien-Kai Kuo
Min-Hung Chen
Chia-Ming Cheng
Luc Van Gool
MQ
67
17
0
08 Nov 2022
PyNet-V2 Mobile: Efficient On-Device Photo Processing With Neural
  Networks
PyNet-V2 Mobile: Efficient On-Device Photo Processing With Neural Networks
Andrey D. Ignatov
Grigory Malivenko
Radu Timofte
Yu-Wen Tseng
Yu-Syuan Xu
...
Cheng-Ming Chiang
Hsien-Kai Kuo
Min-Hung Chen
Chia-Ming Cheng
Luc Van Gool
3DH
53
17
0
08 Nov 2022
Power Efficient Video Super-Resolution on Mobile NPUs with Deep
  Learning, Mobile AI & AIM 2022 challenge: Report
Power Efficient Video Super-Resolution on Mobile NPUs with Deep Learning, Mobile AI & AIM 2022 challenge: Report
Andrey D. Ignatov
Radu Timofte
Cheng-Ming Chiang
Hsien-Kai Kuo
Yu-Syuan Xu
...
Kele Xu
Li Liu
Zehua Cheng
Wenyi Lian
W. Lian
SupR
71
10
0
07 Nov 2022
Efficient and Accurate Quantized Image Super-Resolution on Mobile NPUs,
  Mobile AI & AIM 2022 challenge: Report
Efficient and Accurate Quantized Image Super-Resolution on Mobile NPUs, Mobile AI & AIM 2022 challenge: Report
Andrey D. Ignatov
Radu Timofte
Maurizio Denna
Abdelbadie Younes
Ganzorig Gankhuyag
...
Jing Liu
Garas Gendy
Nabil Sabor
J. Hou
Guanghui He
SupR
MQ
66
32
0
07 Nov 2022
Efficient Single-Image Depth Estimation on Mobile Devices, Mobile AI &
  AIM 2022 Challenge: Report
Efficient Single-Image Depth Estimation on Mobile Devices, Mobile AI & AIM 2022 Challenge: Report
Andrey D. Ignatov
Grigory Malivenko
Radu Timofte
Lukasz Treszczotko
Xin-ke Chang
...
Dongwon Park
Seongmin Hong
Joonhee Lee
Seunggyu Lee
Sengsub Chun
75
17
0
07 Nov 2022
Learned Smartphone ISP on Mobile GPUs with Deep Learning, Mobile AI &
  AIM 2022 Challenge: Report
Learned Smartphone ISP on Mobile GPUs with Deep Learning, Mobile AI & AIM 2022 Challenge: Report
Andrey D. Ignatov
Radu Timofte
Shuai Liu
Chaoyu Feng
Furui Bai
...
Xin Lou
Wei Zhou
Cong Pang
Haina Qin
Mingxuan Cai
66
24
0
07 Nov 2022
Reversed Image Signal Processing and RAW Reconstruction. AIM 2022
  Challenge Report
Reversed Image Signal Processing and RAW Reconstruction. AIM 2022 Challenge Report
Marcos V. Conde
Radu Timofte
Yibin Huang
Jingyang Peng
Chang-Xia Chen
...
Furkan Kiracc
Lin Leyi
S M Nadim Uddin
Diponkar Ghosh
Yong Ju Jung
78
15
0
20 Oct 2022
AIM 2022 Challenge on Instagram Filter Removal: Methods and Results
AIM 2022 Challenge on Instagram Filter Removal: Methods and Results
Furkan Kinli
Sami Mentecs
Barics Ozcan
Furkan Kiracc
Radu Timofte
...
Sungjun Kim
Guisik Kim
Seohyeon Lee
S. Nathan
Priya Kansal
70
10
0
17 Oct 2022
Bokeh-Loss GAN: Multi-Stage Adversarial Training for Realistic
  Edge-Aware Bokeh
Bokeh-Loss GAN: Multi-Stage Adversarial Training for Realistic Edge-Aware Bokeh
Brian Lee
Fei Lei
Huaijin Chen
Alexis Baudron
MDE
46
6
0
25 Aug 2022
AIM 2022 Challenge on Super-Resolution of Compressed Image and Video:
  Dataset, Methods and Results
AIM 2022 Challenge on Super-Resolution of Compressed Image and Video: Dataset, Methods and Results
Ren Yang
Radu Timofte
Xin Li
Qi Zhang
Lin Zhang
...
Yijian Zhang
Mao Ye
Dengyan Luo
Xiaofeng Pan
L. Peng
SupR
70
30
0
23 Aug 2022
BokehMe: When Neural Rendering Meets Classical Rendering
BokehMe: When Neural Rendering Meets Classical Rendering
Juewen Peng
Zhiguo Cao
Xianrui Luo
Hao Lu
Ke Xian
Jianming Zhang
55
45
0
25 Jun 2022
Separable Self-attention for Mobile Vision Transformers
Separable Self-attention for Mobile Vision Transformers
Sachin Mehta
Mohammad Rastegari
ViT
MQ
66
262
0
06 Jun 2022
Simple Baselines for Image Restoration
Simple Baselines for Image Restoration
Liangyu Chen
Xiaojie Chu
Xinming Zhang
Jian Sun
101
881
0
10 Apr 2022
Fast and Accurate Quantized Camera Scene Detection on Smartphones,
  Mobile AI 2021 Challenge: Report
Fast and Accurate Quantized Camera Scene Detection on Smartphones, Mobile AI 2021 Challenge: Report
Andrey D. Ignatov
Grigory Malivenko
Radu Timofte
Sheng Chen
Xin Xia
...
K. Lyda
L. Khojoyan
Abhishek Thanki
Sayak Paul
Shahid Siddiqui
MQ
59
20
0
17 May 2021
Fast and Accurate Single-Image Depth Estimation on Mobile Devices,
  Mobile AI 2021 Challenge: Report
Fast and Accurate Single-Image Depth Estimation on Mobile Devices, Mobile AI 2021 Challenge: Report
Andrey D. Ignatov
Grigory Malivenko
D. Plowman
Samarth Shukla
Radu Timofte
...
Tianpeng Feng
Yang Liu
Chuannan Sheng
Jian Yin
Fausto T. Benavide
MDE
50
36
0
17 May 2021
Real-Time Video Super-Resolution on Smartphones with Deep Learning,
  Mobile AI 2021 Challenge: Report
Real-Time Video Super-Resolution on Smartphones with Deep Learning, Mobile AI 2021 Challenge: Report
Andrey D. Ignatov
Andrés Romero
Heewon Kim
Radu Timofte
C. Ho
...
Xiumei Wang
Jiaming Guo
Xueyi Zhou
Hao Jia
Youliang Yan
SupR
37
53
0
17 May 2021
Real-Time Quantized Image Super-Resolution on Mobile NPUs, Mobile AI
  2021 Challenge: Report
Real-Time Quantized Image Super-Resolution on Mobile NPUs, Mobile AI 2021 Challenge: Report
Andrey D. Ignatov
Radu Timofte
Maurizio Denna
Abdelrazak Younes
A. Lek
...
Kun Zeng
Peirong Li
Zhi-Hao Liu
Shiqi Xue
Shengpeng Wang
SupR
MQ
50
60
0
17 May 2021
Fast Camera Image Denoising on Mobile GPUs with Deep Learning, Mobile AI
  2021 Challenge: Report
Fast Camera Image Denoising on Mobile GPUs with Deep Learning, Mobile AI 2021 Challenge: Report
Andrey D. Ignatov
Kim Byeoung-su
Radu Timofte
Angeline Pouget
Fenglong Song
...
Lei Lei
Chaoyu Feng
L. Huang
Z. Lei
Feifei Chen
47
30
0
17 May 2021
Learned Smartphone ISP on Mobile NPUs with Deep Learning, Mobile AI 2021
  Challenge: Report
Learned Smartphone ISP on Mobile NPUs with Deep Learning, Mobile AI 2021 Challenge: Report
Andrey D. Ignatov
Cheng-Ming Chiang
Hsien-Kai Kuo
Anastasia Sycheva
Radu Timofte
...
K. Upla
Kiran Raja
Raghavendra Ramachandra
Christoph Busch
Etienne de Stoutz
56
48
0
17 May 2021
Stacked Deep Multi-Scale Hierarchical Network for Fast Bokeh Effect
  Rendering from a Single Image
Stacked Deep Multi-Scale Hierarchical Network for Fast Bokeh Effect Rendering from a Single Image
S. Dutta
Sourya Dipta Das
Nisarg A. Shah
A. Tiwari
45
27
0
15 May 2021
Vision Transformers for Dense Prediction
Vision Transformers for Dense Prediction
René Ranftl
Alexey Bochkovskiy
V. Koltun
ViT
MDE
133
1,734
0
24 Mar 2021
HistoGAN: Controlling Colors of GAN-Generated and Real Images via Color
  Histograms
HistoGAN: Controlling Colors of GAN-Generated and Real Images via Color Histograms
Mahmoud Afifi
Marcus A. Brubaker
M. S. Brown
GAN
74
105
0
23 Nov 2020
AIM 2020 Challenge on Learned Image Signal Processing Pipeline
AIM 2020 Challenge on Learned Image Signal Processing Pipeline
Andrey D. Ignatov
Radu Timofte
Zhilu Zhang
Ming-Yu Liu
Haolin Wang
...
Jun Jiang
Liang Feng
Keqin Li
P. Tan
Bingxin Hou
71
66
0
10 Nov 2020
AIM 2020 Challenge on Rendering Realistic Bokeh
AIM 2020 Challenge on Rendering Realistic Bokeh
Andrey D. Ignatov
Radu Timofte
Ming Qian
Congyu Qiao
Jiamin Lin
...
Xueqin Chen
Tengyao Wang
Max Zheng
Hulk Wong
Jay S. Zou
59
44
0
10 Nov 2020
BGGAN: Bokeh-Glass Generative Adversarial Network for Rendering
  Realistic Bokeh
BGGAN: Bokeh-Glass Generative Adversarial Network for Rendering Realistic Bokeh
Ming Qian
Congyu Qiao
Jiamin Lin
Zhenyu Guo
LI
Cong Leng
Jian Cheng
40
30
0
04 Nov 2020
Controlling Information Capacity of Binary Neural Network
Controlling Information Capacity of Binary Neural Network
D. Ignatov
Andrey D. Ignatov
MQ
74
21
0
04 Aug 2020
T-Basis: a Compact Representation for Neural Networks
T-Basis: a Compact Representation for Neural Networks
Anton Obukhov
M. Rakhuba
Stamatios Georgoulis
Menelaos Kanakis
Dengxin Dai
Luc Van Gool
75
27
0
13 Jul 2020
Rendering Natural Camera Bokeh Effect with Deep Learning
Rendering Natural Camera Bokeh Effect with Deep Learning
Andrey D. Ignatov
Jagruti Patel
Radu Timofte
55
73
0
10 Jun 2020
Depth-aware Blending of Smoothed Images for Bokeh Effect Generation
Depth-aware Blending of Smoothed Images for Bokeh Effect Generation
S. Dutta
MDE
22
23
0
28 May 2020
NTIRE 2020 Challenge on Real-World Image Super-Resolution: Methods and
  Results
NTIRE 2020 Challenge on Real-World Image Super-Resolution: Methods and Results
Andreas Lugmayr
Martin Danelljan
Radu Timofte
Namhyuk Ahn
Dongwoon Bai
...
Tongtong Zhao
Yuanbo Zhou
Haijie Zhuo
Ziyao Zong
Xueyi Zou
SupR
144
171
0
05 May 2020
Deploying Image Deblurring across Mobile Devices: A Perspective of
  Quality and Latency
Deploying Image Deblurring across Mobile Devices: A Perspective of Quality and Latency
Cheng-Ming Chiang
Yu-Wen Tseng
Yu-Syuan Xu
Hsien-Kai Kuo
Yi-Min Tsai
...
Chia-Lin Yu
B. Shen
Kloze Kao
Chia-Ming Cheng
Hung-Jen Chen
53
22
0
27 Apr 2020
FBNetV2: Differentiable Neural Architecture Search for Spatial and
  Channel Dimensions
FBNetV2: Differentiable Neural Architecture Search for Spatial and Channel Dimensions
Alvin Wan
Xiaoliang Dai
Peizhao Zhang
Zijian He
Yuandong Tian
...
Matthew Yu
Tao Xu
Kan Chen
Peter Vajda
Joseph E. Gonzalez
67
291
0
12 Apr 2020
ZeroQ: A Novel Zero Shot Quantization Framework
ZeroQ: A Novel Zero Shot Quantization Framework
Yaohui Cai
Z. Yao
Zhen Dong
A. Gholami
Michael W. Mahoney
Kurt Keutzer
MQ
88
397
0
01 Jan 2020
Quantization Networks
Quantization Networks
Jiwei Yang
Xu Shen
Jun Xing
Xinmei Tian
Houqiang Li
Bing Deng
Jianqiang Huang
Xiansheng Hua
MQ
72
346
0
21 Nov 2019
AI Benchmark: All About Deep Learning on Smartphones in 2019
AI Benchmark: All About Deep Learning on Smartphones in 2019
Andrey D. Ignatov
Radu Timofte
Andrei Kulik
Seungsoo Yang
Ke Wang
Felix Baum
Max Wu
Lirong Xu
Luc Van Gool
ELM
45
220
0
15 Oct 2019
Learning Filter Basis for Convolutional Neural Network Compression
Learning Filter Basis for Convolutional Neural Network Compression
Yawei Li
Shuhang Gu
Luc Van Gool
Radu Timofte
SupR
57
99
0
23 Aug 2019
On-Device Neural Net Inference with Mobile GPUs
On-Device Neural Net Inference with Mobile GPUs
Juhyun Lee
Nikolay Chirkov
Ekaterina Ignasheva
Yury Pisarchyk
Mogan Shieh
F. Riccardi
Raman Sarokin
Andrei Kulik
Matthias Grundmann
BDL
80
88
0
03 Jul 2019
Towards Robust Monocular Depth Estimation: Mixing Datasets for Zero-shot
  Cross-dataset Transfer
Towards Robust Monocular Depth Estimation: Mixing Datasets for Zero-shot Cross-dataset Transfer
René Ranftl
Katrin Lasinger
David Hafner
Konrad Schindler
V. Koltun
MDE
204
1,790
0
02 Jul 2019
Searching for MobileNetV3
Searching for MobileNetV3
Andrew G. Howard
Mark Sandler
Grace Chu
Liang-Chieh Chen
Bo Chen
...
Yukun Zhu
Ruoming Pang
Vijay Vasudevan
Quoc V. Le
Hartwig Adam
345
6,782
0
06 May 2019
MetaPruning: Meta Learning for Automatic Neural Network Channel Pruning
MetaPruning: Meta Learning for Automatic Neural Network Channel Pruning
Zechun Liu
Haoyuan Mu
Xiangyu Zhang
Zichao Guo
Xin Yang
K. Cheng
Jian Sun
75
559
0
25 Mar 2019
Trained Quantization Thresholds for Accurate and Efficient Fixed-Point
  Inference of Deep Neural Networks
Trained Quantization Thresholds for Accurate and Efficient Fixed-Point Inference of Deep Neural Networks
Sambhav R. Jain
Albert Gural
Michael Wu
Chris Dick
MQ
75
152
0
19 Mar 2019
FBNet: Hardware-Aware Efficient ConvNet Design via Differentiable Neural
  Architecture Search
FBNet: Hardware-Aware Efficient ConvNet Design via Differentiable Neural Architecture Search
Bichen Wu
Xiaoliang Dai
Peizhao Zhang
Yanghan Wang
Fei Sun
Yiming Wu
Yuandong Tian
Peter Vajda
Yangqing Jia
Kurt Keutzer
MQ
100
1,303
0
09 Dec 2018
PIRM Challenge on Perceptual Image Enhancement on Smartphones: Report
PIRM Challenge on Perceptual Image Enhancement on Smartphones: Report
Andrey D. Ignatov
Radu Timofte
Thang Vu
Tung M. Luu
T. Pham
...
T. Nimisha
Praveen Kandula
A. N. Rajagopalan
Jie Liu
Cheolkon Jung
SupR
72
136
0
03 Oct 2018
AI Benchmark: Running Deep Neural Networks on Android Smartphones
AI Benchmark: Running Deep Neural Networks on Android Smartphones
Andrey D. Ignatov
Radu Timofte
William Chou
Ke Wang
Max Wu
Tim Hartley
Luc Van Gool
ELM
70
323
0
02 Oct 2018
Bi-Real Net: Enhancing the Performance of 1-bit CNNs With Improved
  Representational Capability and Advanced Training Algorithm
Bi-Real Net: Enhancing the Performance of 1-bit CNNs With Improved Representational Capability and Advanced Training Algorithm
Zechun Liu
Baoyuan Wu
Wenhan Luo
Xin Yang
Wen Liu
K. Cheng
MQ
84
556
0
01 Aug 2018
MnasNet: Platform-Aware Neural Architecture Search for Mobile
MnasNet: Platform-Aware Neural Architecture Search for Mobile
Mingxing Tan
Bo Chen
Ruoming Pang
Vijay Vasudevan
Mark Sandler
Andrew G. Howard
Quoc V. Le
MQ
120
3,010
0
31 Jul 2018
MobileNetV2: Inverted Residuals and Linear Bottlenecks
MobileNetV2: Inverted Residuals and Linear Bottlenecks
Mark Sandler
Andrew G. Howard
Menglong Zhu
A. Zhmoginov
Liang-Chieh Chen
181
19,284
0
13 Jan 2018
The Unreasonable Effectiveness of Deep Features as a Perceptual Metric
The Unreasonable Effectiveness of Deep Features as a Perceptual Metric
Richard Y. Zhang
Phillip Isola
Alexei A. Efros
Eli Shechtman
Oliver Wang
EGVM
377
11,795
0
11 Jan 2018
Quantization and Training of Neural Networks for Efficient
  Integer-Arithmetic-Only Inference
Quantization and Training of Neural Networks for Efficient Integer-Arithmetic-Only Inference
Benoit Jacob
S. Kligys
Bo Chen
Menglong Zhu
Matthew Tang
Andrew G. Howard
Hartwig Adam
Dmitry Kalenichenko
MQ
150
3,130
0
15 Dec 2017
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