s
The 4th International Workshop on
Physics Based Vision meets Deep Learning (PBDL)

Track 1: Highspeed HDR Video Reconstruction from Events

Leaderboard

Ranking Team name Score PSNR SSIM RMSE
1 IVISLAB 16.56(1) 18.52(1) 0.73(1) 0.13(1)
2 Jackzou 16.21(2) 18.50(2) 0.70(2) 0.13(2)
3 apolloUI 16.21(3) 18.39(3) 0.70(3) 0.13(3)

Team Information

Team name Team Members Organization Technical Report
IVISLAB Qinglin Liu[1],Wei Yu[1], Xiaoqian Lv[1], Jianing Li[2], Shengping Zhang[1], Xiangyang Ji[3] [1] Harbin Institute of Technology. [2] Peking University. [3] Tsinghua University. PDF
Jackzou Yunhao Zou, Ying Fu Beijing Institute of Technology PDF
apolloUI Yuanpei Chen, Yuhan Zhang, Weihang Peng Intelligent Science & Technology Academy of CASIC PDF

Track 2: HDR Reconstruction from a Single Raw Image

Leaderboard

Ranking Team name Score PSNR SSIM PSNR-μ MS-SSIM
1 Alanosu 66.90 (1) 34.02 (1) 0.94 (3) 33.43 (2) 0.97 (2)
2 USTCX 65.82 (2) 32.33 (2) 0.95 (1) 33.89 (1) 0.98 (1)

Team Information

Team name Team Members Organization Technical Report
Alanosu Liwen Zhang, Zhe Xu, Dingyong Gou, Cong Li ZTE Corporation PDF
USTCX Senyan Xu, Yunkang Zhang, Siyuan Jiang University of Science and Technology of China PDF

Track 3: Low-light Object Detection and Instance Segmentation

Detection

Leaderboard

Ranking Team name AP AP50 AP75 AP small AP medium AP large AR max=1 AR max=10 AR max=100 AR small AR medium AR large
1 GroundTruth 0.76 (1) 0.89 (2) 0.81 (2) 0.11 (2) 0.52 (2) 0.83 (1) 0.34 (1) 0.78 (1) 0.85 (2) 0.20 (1) 0.72 (2) 0.91 (2)
1 Xocean 0.76 (1) 0.89 (2) 0.81 (2) 0.12 (1) 0.51 (3) 0.83 (1) 0.34 (1) 0.78 (4) 0.84 (4) 0.17 (7) 0.71 (3) 0.90 (4)
3 UnoWhoiam 0.75 (2) 0.94 (1) 0.86 (1) 0.02 (13) 0.59 (1) 0.82 (5) 0.34 (1) 0.75 (5) 0.79 (11) 0.02 (14) 0.66 (10) 0.85 (11)

Team Information

Team name Team Members Organization Technical Report
GroundTruth Xiaoqiang Lu, Licheng Jiao (Fellow, IEEE), Fang Liu, Xu Liu, Lingling Li, Wenping Ma, Shuyuan Yang Xidian University PDF
Xocean Haiyang Xie*[1,7], Jian Zhao*[6,7], Shihuang Huang*[2], Peng Cheng[3], Xi Shen[2], Zheng Wang[1], Shuai An[5], Caizhi Zhu[2], Xuelong Li[4] [1] School of Computer Science, Wuhan University, [2] Intellindust, [3] Beijing Forestry University, [4] Institute of AI (TeleAI), China Telecom, [5] Harbin Institute of Technology, [6] School of Artificial Intelligence, Optics and Electronics (iOPEN), Northwestern Polytechnical University, [7] EVOL Lab, Institute of AI (TeleAI), China Telecom PDF
UnoWhoiam Linwei Chen[1], Ying Fu[1], Tao Zhang[2], Liang Li[2], Yu Liu[3], Chenggang Yan[2] [1]Beijing Institute of Technology, [2]Lishui Institute of Hangzhou Dianzi University, [3]Tsinghua University PDF

Segmentation

Leaderboard

Ranking Team name AP AP50 AP75 AP small AP medium AP large AR max=1 AR max=10 AR max=100 AR small AR medium AR large
1 GroundTruth 0.62 (1) 0.82 (3) 0.65 (1) 0.12 (1) 0.42 (3) 0.69 (1) 0.30 (1) 0.66 (1) 0.70 (2) 0.17 (2) 0.57 (2) 0.76 (1)
2 UnoWhoiam 0.59 (3) 0.87 (1) 0.61 (3) 0.03 (11) 0.47 (1) 0.65 (3) 0.28 (2) 0.62 (3) 0.65 (4) 0.04 (12) 0.54 (3) 0.71 (4)
3 Xocean 0.58 (4) 0.79 (4) 0.61 (4) 0.07 (4) 0.35 (4) 0.65 (4) 0.28 (2) 0.61 (4) 0.66 (3) 0.12 (4) 0.48 (4) 0.72 (3)

Team Information

Team name Team Members Organization Technical Report
GroundTruth Xiaoqiang Lu, Licheng Jiao (Fellow, IEEE), Fang Liu, Xu Liu, Lingling Li, Wenping Ma, Shuyuan Yang Xidian University PDF
UnoWhoiam Linwei Chen, Yichen Li, Gengchen Zhang Beijing Institute of Technology PDF
Xocean Haiyang Xie*[1,7], Jian Zhao*[6,7], Shihuang Huang*[2], Peng Cheng[3], Xi Shen[2], Zheng Wang[1], Shuai An[5], Caizhi Zhu[2], Xuelong Li[4] [1] School of Computer Science, Wuhan University, [2] Intellindust, [3] Beijing Forestry University, [4] Institute of AI (TeleAI), China Telecom, [5] Harbin Institute of Technology, [6] School of Artificial Intelligence, Optics and Electronics (iOPEN), Northwestern Polytechnical University, [7] EVOL Lab, Institute of AI (TeleAI), China Telecom PDF

Track 4: Extremely Low-light Image Denoising

Leaderboard

Ranking Team name Score PSNR SSIM
1 jly724215288 43.80 (1) 43.89 (1) 0.99 (1)
2 yuxiaoxi 43.07 (2) 43.15 (2) 0.99 (1)

Team Information

Team name Team Members Organization Technical Report
jly724215288 Linyan Jiang, Bingyi Song, Zhuoyu An, Haibo Lei, Qing Luo, Jie Song Tencent PDF
yuxiaoxi Yuan Liu, Qihang Li, Haoyuan Zhang, Lingfeng Wang, Wei Chen, Aling Luo Sanechips Technology Co., LTD PDF

Track 5: Low-light Raw Image Enhancement

Leaderboard

Ranking Team name Score IoU F1-score
1 lc 30.11 (1) 31.15 (1) 0.84 (1)
2 ISS 25.95 (2) 27.09 (2) 0.82 (3)

Team Information

Team name Team Members Organization Technical Report
lc Cheng Li, Jun Cao, Shu Chen, Zifei Dou Xiaomi inc., China PDF
ISS Xinyu Liu, Jing Zhang, Kexin Zhang, Yuting Yang, Licheng Jiao, Shuyuan Yang Intelligent Perception and Image Understanding Lab, Xidian University PDF

Track 6: RAW Image Based Over-Exposure Correction

Leaderboard

Ranking Team name Score PSNR SSIM
1 gxj 21.58 (1) 21.85 (1) 0.95 (1)
2 CVCV 20.56 (2) 20.90 (2) 0.94 (2)
3 LiGoxin 18.95 (3) 19.45 (3) 0.92 (4)

Team Information

Team name Team Members Organization Technical Report
gxj Xuejian Gou, Qinliang Wang, Yang Liu, Fang Liu, Lingling Li, Wenping Ma Xidian University PDF
CVCV Shizhan Zhao, Yanzhao Zhang, Libo Yan, Xiaoqiang Lu, Licheng Jiao, Yuwei Guo Xidian University PDF
LiGoxin Guoxin Li,Qiong Gao, Chenyue Che, Long Sun, Xu Liu, Shuyuan Yang Intelligent Perception and Image Understanding Lab, Xidian University PDF

Track 7: Low-light SRGB Image Enhancement

Leaderboard

Ranking Team name Score PSNR SSIM
1 IMAGCX 21.61 (1) 22.70 (1) 0.82 (1)
2 chm 21.48 (2) 22.62 (3) 0.82 (1)
3 WanFly 20.65 (4) 21.82 (4) 0.81 (3)

Team Information

Team name Team Members Organization Technical Report
IMAGCX Xiang Chen, Hao Li, Jinshan Pan Nanjing University of Science and Technology PDF
chm Chuanlong Xie[1], Hongming Chen[1], Mingrui Li[2], Tianchen Deng[3], Jingwei Huang[4], Yufeng Li [1] [1]Shenyang Aerospace University, [2]Dalian University of Technology, [3]Shanghai Jiao Tong University, [4]University of Electronic Science and Technology of China PDF
WanFly Fei Wan, Bingxin Xu, Jian Cheng, Hongzhe Liu, Cheng Xu, Yuxiang Zou, Weiguo Pan, Songyin Dai Beijing Union University, Beijing Key Laboratory of Information Service Engineering PDF

Track 8: Low-light Raw Video Denoising with Realistic Motion

Leaderboard

Ranking Team name Score PSNR SSIM
1 ZichunWang 45.39 (1) 45.47 (1) 0.99 (1)
2 wql 38.82 (2) 39.06 (2) 0.96 (2)
3 mmmmmm 32.94 (3) 33.64 (3) 0.88 (3)

Team Information

Team name Team Members Organization Technical Report
ZichunWang ZichunWang, Ying Fu Beijing Institute of Technology
wql Qinliang Wang, Xuejian Gou, Yang Liu, Lingling Li, Fang Liu, Wenping Ma Xidian University
mmmmmm Xinyue Yu, Sen Jia, Junpei Zhang, Licheng Jiao, Xu Liu, Puhua Chen Xidian University