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Syn2Real Transfer Learning for Image Deraining using Gaussian Processes

Syn2Real Transfer Learning for Image Deraining using Gaussian Processes

10 June 2020
R. Yasarla
Vishwanath A. Sindagi
Vishal M. Patel
ArXivPDFHTML

Papers citing "Syn2Real Transfer Learning for Image Deraining using Gaussian Processes"

50 / 63 papers shown
Title
Channel Consistency Prior and Self-Reconstruction Strategy Based Unsupervised Image Deraining
Channel Consistency Prior and Self-Reconstruction Strategy Based Unsupervised Image Deraining
Guanglu Dong
Tianheng Zheng
Yuanzhouhan Cao
L. Qing
Chao Ren
DiffM
61
0
0
24 Mar 2025
Iterative Optimal Attention and Local Model for Single Image Rain Streak Removal
Iterative Optimal Attention and Local Model for Single Image Rain Streak Removal
Xiangyu Li
Wanshu Fan
Yue Shen
C. Wang
Wei Wang
X. Yang
Qiang Zhang
D. Zhou
58
0
0
20 Mar 2025
Revisiting the Generalization Problem of Low-level Vision Models Through the Lens of Image Deraining
Jinfan Hu
Zhiyuan You
Jinjin Gu
Kaiwen Zhu
Tianfan Xue
Chao Dong
50
0
0
18 Feb 2025
GP-GS: Gaussian Processes for Enhanced Gaussian Splatting
GP-GS: Gaussian Processes for Enhanced Gaussian Splatting
Zhihao Guo
Jingxuan Su
Shenglin Wang
Jinlong Fan
J. Zhang
Wei Zhou
Hadi Amirpour
Yunlong Zhao
L. Han
Peng Wang
3DGS
99
0
0
04 Feb 2025
MWFormer: Multi-Weather Image Restoration Using Degradation-Aware
  Transformers
MWFormer: Multi-Weather Image Restoration Using Degradation-Aware Transformers
Ruoxi Zhu
Zhengzhong Tu
Jiaming Liu
A. Bovik
Yibo Fan
ViT
72
7
0
26 Nov 2024
End-to-end Inception-Unet based Generative Adversarial Networks for Snow
  and Rain Removals
End-to-end Inception-Unet based Generative Adversarial Networks for Snow and Rain Removals
Ibrahim Kajo
Mohamed Kas
Yassine Ruichek
GAN
36
0
0
07 Nov 2024
A Hybrid Transformer-Mamba Network for Single Image Deraining
A Hybrid Transformer-Mamba Network for Single Image Deraining
Shangquan Sun
Wenqi Ren
Juxiang Zhou
Jianhou Gan
Rui Wang
Xiaochun Cao
Mamba
54
5
0
31 Aug 2024
LMT-GP: Combined Latent Mean-Teacher and Gaussian Process for
  Semi-supervised Low-light Image Enhancement
LMT-GP: Combined Latent Mean-Teacher and Gaussian Process for Semi-supervised Low-light Image Enhancement
Ye Yu
Fengxin Chen
Jun Yu
Zhen Kan
28
4
0
29 Aug 2024
Cycle Contrastive Adversarial Learning for Unsupervised image Deraining
Cycle Contrastive Adversarial Learning for Unsupervised image Deraining
Chen Zhao
Weiling Cai
Chengwei Hu
Zheng Yuan
GAN
40
0
0
16 Jul 2024
Restoring Images in Adverse Weather Conditions via Histogram Transformer
Restoring Images in Adverse Weather Conditions via Histogram Transformer
Shangquan Sun
Wenqi Ren
Xinwei Gao
Rui Wang
Xiaochun Cao
39
20
0
14 Jul 2024
MDeRainNet: An Efficient Neural Network for Rain Streak Removal from
  Macro-pixel Images
MDeRainNet: An Efficient Neural Network for Rain Streak Removal from Macro-pixel Images
Tao Yan
Weijiang He
Chenglong Wang
Xiangjie Zhu
Yinghui Wang
Rynson W. H. Lau
41
0
0
15 Jun 2024
Explore Internal and External Similarity for Single Image Deraining with
  Graph Neural Networks
Explore Internal and External Similarity for Single Image Deraining with Graph Neural Networks
Cong Wang
Wei Wang
Chengjin Yu
Jie Mu
37
2
0
02 Jun 2024
Harnessing Joint Rain-/Detail-aware Representations to Eliminate
  Intricate Rains
Harnessing Joint Rain-/Detail-aware Representations to Eliminate Intricate Rains
Wu Ran
Peirong Ma
Zhiquan He
Hao Ren
Hong-wei Lu
45
4
0
18 Apr 2024
RainyScape: Unsupervised Rainy Scene Reconstruction using Decoupled
  Neural Rendering
RainyScape: Unsupervised Rainy Scene Reconstruction using Decoupled Neural Rendering
Xianqiang Lyu
Hui Liu
Junhui Hou
52
1
0
17 Apr 2024
Strong and Controllable Blind Image Decomposition
Strong and Controllable Blind Image Decomposition
Zeyu Zhang
Junlin Han
Chenhui Gou
Hongdong Li
Liang Zheng
41
1
0
15 Mar 2024
TRG-Net: An Interpretable and Controllable Rain Generator
TRG-Net: An Interpretable and Controllable Rain Generator
Zhiqian Pang
Hong Wang
Qi Xie
Deyu Meng
Zongben Xu
42
0
0
15 Mar 2024
Generalizing to Out-of-Sample Degradations via Model Reprogramming
Generalizing to Out-of-Sample Degradations via Model Reprogramming
Runhua Jiang
Yahong Han
DiffM
OODD
39
0
0
09 Mar 2024
TPSeNCE: Towards Artifact-Free Realistic Rain Generation for Deraining
  and Object Detection in Rain
TPSeNCE: Towards Artifact-Free Realistic Rain Generation for Deraining and Object Detection in Rain
Shen Zheng
Chan Lu
S. Narasimhan
DiffM
33
4
0
01 Nov 2023
Towards Unified Deep Image Deraining: A Survey and A New Benchmark
Towards Unified Deep Image Deraining: A Survey and A New Benchmark
Xiang Chen
Jin-shan Pan
Jiangxin Dong
Jinhui Tang
39
19
0
05 Oct 2023
CCSPNet-Joint: Efficient Joint Training Method for Traffic Sign
  Detection Under Extreme Conditions
CCSPNet-Joint: Efficient Joint Training Method for Traffic Sign Detection Under Extreme Conditions
Haoqin Hong
Yue Zhou
Xiangyu Shu
Xianfang Hu
ViT
12
3
0
13 Sep 2023
ASF-Net: Robust Video Deraining via Temporal Alignment and Online
  Adaptive Learning
ASF-Net: Robust Video Deraining via Temporal Alignment and Online Adaptive Learning
Xinwei Xue
Jia He
Long Ma
Xiangyu Meng
Wenlin Li
Risheng Liu
22
1
0
02 Sep 2023
An Empirical Study of Pre-trained Model Selection for Out-of-Distribution Generalization and Calibration
An Empirical Study of Pre-trained Model Selection for Out-of-Distribution Generalization and Calibration
Hiroki Naganuma
Ryuichiro Hataya
Kotaro Yoshida
Ioannis Mitliagkas
OODD
95
1
0
17 Jul 2023
Contrastive Learning Based Recursive Dynamic Multi-Scale Network for
  Image Deraining
Contrastive Learning Based Recursive Dynamic Multi-Scale Network for Image Deraining
Zhiying Jiang
Risheng Liu
Shuzhou Yang
Zengxi Zhang
Xin-Yue Fan
27
4
0
29 May 2023
Networks are Slacking Off: Understanding Generalization Problem in Image
  Deraining
Networks are Slacking Off: Understanding Generalization Problem in Image Deraining
Jinjin Gu
Xianzheng Ma
Xiangtao Kong
Yu Qiao
Chao Dong
30
12
0
24 May 2023
Joint Depth Estimation and Mixture of Rain Removal From a Single Image
Joint Depth Estimation and Mixture of Rain Removal From a Single Image
Yongzhen Wang
Xu Yan
Yanbiao Niu
Lina Gong
Yanwen Guo
Mingqiang Wei
30
1
0
31 Mar 2023
Learning A Sparse Transformer Network for Effective Image Deraining
Learning A Sparse Transformer Network for Effective Image Deraining
Xiang Chen
Hao‐Ran Li
Mingqiang Li
Jin-shan Pan
ViT
35
214
0
21 Mar 2023
ContraNeRF: Generalizable Neural Radiance Fields for Synthetic-to-real
  Novel View Synthesis via Contrastive Learning
ContraNeRF: Generalizable Neural Radiance Fields for Synthetic-to-real Novel View Synthesis via Contrastive Learning
Hao Yang
Lanqing Hong
Aoxue Li
Tianyang Hu
Zhenguo Li
G. Lee
Liwei Wang
19
15
0
20 Mar 2023
NP-Match: Towards a New Probabilistic Model for Semi-Supervised Learning
NP-Match: Towards a New Probabilistic Model for Semi-Supervised Learning
Jianfeng Wang
Xiaolin Hu
Thomas Lukasiewicz
AAML
BDL
36
0
0
31 Jan 2023
Unsupervised Deraining: Where Asymmetric Contrastive Learning Meets
  Self-similarity
Unsupervised Deraining: Where Asymmetric Contrastive Learning Meets Self-similarity
Yi Chang
Yun Guo
Yuntong Ye
C. Yu
Lin Zhu
Xile Zhao
Luxin Yan
Yonghong Tian
SSL
37
16
0
02 Nov 2022
TogetherNet: Bridging Image Restoration and Object Detection Together
  via Dynamic Enhancement Learning
TogetherNet: Bridging Image Restoration and Object Detection Together via Dynamic Enhancement Learning
Yongzhen Wang
Xu Yan
Kaiwen Zhang
Lina Gong
H. Xie
F. Wang
Mingqiang Wei
21
29
0
03 Sep 2022
Removing Rain Streaks via Task Transfer Learning
Removing Rain Streaks via Task Transfer Learning
Yinglong Wang
Chao Ma
Jianzhuang Liu
31
2
0
28 Aug 2022
Rain Removal from Light Field Images with 4D Convolution and Multi-scale
  Gaussian Process
Rain Removal from Light Field Images with 4D Convolution and Multi-scale Gaussian Process
Zhiqiang Yuan
Jianhua Zhang
Yilin Ji
G. Pedersen
W. Fan
28
17
0
16 Aug 2022
NP-Match: When Neural Processes meet Semi-Supervised Learning
NP-Match: When Neural Processes meet Semi-Supervised Learning
Jianfeng Wang
Thomas Lukasiewicz
Daniela Massiceti
Xiaolin Hu
Vladimir Pavlovic
A. Neophytou
BDL
76
41
0
03 Jul 2022
Semi-MoreGAN: A New Semi-supervised Generative Adversarial Network for
  Mixture of Rain Removal
Semi-MoreGAN: A New Semi-supervised Generative Adversarial Network for Mixture of Rain Removal
Yiyang Shen
Yongzhen Wang
Mingqiang Wei
Honghua Chen
H. Xie
Gary Cheng
F. Wang
GAN
25
3
0
28 Apr 2022
Unsupervised Restoration of Weather-affected Images using Deep Gaussian
  Process-based CycleGAN
Unsupervised Restoration of Weather-affected Images using Deep Gaussian Process-based CycleGAN
R. Yasarla
Vishwanath A. Sindagi
Vishal M. Patel
40
2
0
23 Apr 2022
Detail-recovery Image Deraining via Dual Sample-augmented Contrastive
  Learning
Detail-recovery Image Deraining via Dual Sample-augmented Contrastive Learning
Yiyang Shen
Ming-yue Wei
Sen Deng
Wenhan Yang
Yongzhen Wang
Xiaoping Zhang
Ming Wang
J. Qin
OffRL
39
3
0
06 Apr 2022
Towards Robust Rain Removal Against Adversarial Attacks: A Comprehensive
  Benchmark Analysis and Beyond
Towards Robust Rain Removal Against Adversarial Attacks: A Comprehensive Benchmark Analysis and Beyond
Yi Yu
Wenhan Yang
Yap-Peng Tan
Alex C. Kot
AAML
39
61
0
31 Mar 2022
Unsupervised Image Deraining: Optimization Model Driven Deep CNN
Unsupervised Image Deraining: Optimization Model Driven Deep CNN
Changfeng Yu
Yi Chang
Yi Li
Xile Zhao
Luxin Yan
25
29
0
25 Mar 2022
Unsupervised Deraining: Where Contrastive Learning Meets Self-similarity
Unsupervised Deraining: Where Contrastive Learning Meets Self-similarity
Yuntong Ye
C. Yu
Yi Chang
Lin Zhu
Xile Zhao
Luxin Yan
Yonghong Tian
SSL
18
49
0
22 Mar 2022
ART-SS: An Adaptive Rejection Technique for Semi-Supervised restoration
  for adverse weather-affected images
ART-SS: An Adaptive Rejection Technique for Semi-Supervised restoration for adverse weather-affected images
R. Yasarla
Carey E. Priebe
Vishal M. Patel
24
3
0
17 Mar 2022
Online-updated High-order Collaborative Networks for Single Image
  Deraining
Online-updated High-order Collaborative Networks for Single Image Deraining
Cong Wang
Jin-shan Pan
Xiaomei Wu
42
23
0
14 Feb 2022
A comprehensive benchmark analysis for sand dust image reconstruction
A comprehensive benchmark analysis for sand dust image reconstruction
Yazhong Si
Fan Yang
Yanru Guo
Wei Zhang
Yipu Yang
34
21
0
07 Feb 2022
Memory-guided Image De-raining Using Time-Lapse Data
Memory-guided Image De-raining Using Time-Lapse Data
Jaehoon Cho
Seungryong Kim
Kwanghoon Sohn
27
5
0
06 Jan 2022
Automated assessment of disease severity of COVID-19 using artificial
  intelligence with synthetic chest CT
Automated assessment of disease severity of COVID-19 using artificial intelligence with synthetic chest CT
Mengqiu Liu
Ying Liu
Yidong Yang
Aiping Liu
Shana Li
...
Xiaohui Qiu
Yang Li
Weifu Lv
Peng Zhang
J. Wen
13
1
0
11 Dec 2021
TRNR: Task-Driven Image Rain and Noise Removal with a Few Images Based
  on Patch Analysis
TRNR: Task-Driven Image Rain and Noise Removal with a Few Images Based on Patch Analysis
Wu Ran
Bohong Yang
Peirong Ma
Hong-wei Lu
21
9
0
03 Dec 2021
TransWeather: Transformer-based Restoration of Images Degraded by
  Adverse Weather Conditions
TransWeather: Transformer-based Restoration of Images Degraded by Adverse Weather Conditions
Jeya Maria Jose Valanarasu
R. Yasarla
Vishal M. Patel
ViT
54
276
0
29 Nov 2021
A Close Look at Few-shot Real Image Super-resolution from the Distortion
  Relation Perspective
A Close Look at Few-shot Real Image Super-resolution from the Distortion Relation Perspective
Xin Li
Xin Jin
Jun Fu
Xiaoyuan Yu
Bei Tong
Zhibo Chen
SupR
21
2
0
25 Nov 2021
ContourletNet: A Generalized Rain Removal Architecture Using
  Multi-Direction Hierarchical Representation
ContourletNet: A Generalized Rain Removal Architecture Using Multi-Direction Hierarchical Representation
Wei-Ting Chen
Cheng-Che Tsai
H. Fang
I-Hsiang Chen
Jian-Jiun Ding
Sy-Yen Kuo
33
7
0
25 Nov 2021
SAPNet: Segmentation-Aware Progressive Network for Perceptual
  Contrastive Deraining
SAPNet: Segmentation-Aware Progressive Network for Perceptual Contrastive Deraining
Shen Zheng
Chan Lu
Yuxiong Wu
Gaurav Gupta
31
30
0
17 Nov 2021
Unpaired Deep Image Deraining Using Dual Contrastive Learning
Unpaired Deep Image Deraining Using Dual Contrastive Learning
Xiang Chen
Jin-shan Pan
Kui Jiang
Yufeng Li
Yufeng Huang
Caihua Kong
Longgang Dai
Zhe-Cheng Fan
SSL
11
134
0
07 Sep 2021
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