Illumination Estimation Challenges

Second Leaderboard

Two evaluations were formed for the submitted results of the first validation set. The second leaderboard is based on the people's opinion and the second is based on the professinal photographer's opinion.

People's choice

The leaderboard was formed by including every submission in 18900 comparisons using the Toloka platform. The score mean multiplied by 18900 gives the number of actual votes that a particular submission received.

Rank Team Member(s) Affiliation Score mean
1 DH-AISP (submission I) Jin Guo, Yangfan Sun, Tianli Liu, Dejun Hao Zhejiang Dahua Technology 0.703
2 DH-AISP (submission II) Jin Guo, Yangfan Sun, Tianli Liu, Dejun Hao Zhejiang Dahua Technology 0.7
3 MiAlgo (submission II) Shuai Liu Xiaomi 0.699
4 HDU-EGOV (submission II) Xiangwen Liu Hangzhou Dianzi University 0.667
5 HDU-EGOV (submission I) Xiangwen Liu Hangzhou Dianzi University 0.664
6 MiAlgo (submission I) Shuai Liu Xiaomi 0.634
7 LVGroup_HFUT (submission I) Zhicheng Ji, Jiahuan Ren Hefei University Of Technology 0.593
8 LVGroup_HFUT (submission II) Zhicheng Ji, Jiahuan Ren Hefei University Of Technology 0.59
9 IVL_Team (submission II) Simone Zini, Claudio Rota, Marco Buzzelli, Simone Bianco, Raimondo Schettini University of Milano - Bicocca 0.572
10 test_03 (submission II) Wan Zhong Shaodu, LVMI 0.57
11 night_go (submission II) Feng Chaoyu 0.561
12 IVL_Team (submission I) Simone Zini, Claudio Rota, Marco Buzzelli, Simone Bianco, Raimondo Schettini University of Milano - Bicocca 0.558
13 The_Majestic_Mavericks2 (submission II) Hyerin Chung, Nakung Lee, Sung Geun Kwak CJ OliveNetworks 0.545
14 night_go (submission I) Feng Chaoyu 0.5446
15 test_03 (submission I) Wan Zhong Shaodu, LVMI 0.539
16 The_Majestic_Mavericks2 (submission I) Hyerin Chung, Nakung Lee, Sung Geun Kwak CJ OliveNetworks 0.508
17 Photoshop image enhancement Maria Efimova Organizers Team 0.487
18 Team_Andromeda (submission I) Jinwei Yuan Macau University of Science and Technology 0.467
- baseline - Organizers Team 0.445
19 OzUVGL (submission II) Furkan Kınlı, Barış Özcan, Furkan Kıraç Özyeğin University 0.41
20 OzUVGL (submission I) Furkan Kınlı, Barış Özcan, Furkan Kıraç Özyeğin University 0.407
21 Team_Andromeda (submission II) Jinwei Yuan Macau University of Science and Technology 0.403
22 EZIE (submission I) Minsu Kwon, Jinseong Kim ENERZAi 0.376
23 The Majestic Mavericks (submission I) Hyerin Chung, Nakyung Lee, Sung Keun Kwak CJ OliveNetworks 0.372
24 NTU607 (submission I) Wei-Ting Chen, Hao-Hsiang Yang, Zhi-Kai Huang, Hua-En Chang, Chia-Hsuan Hsieh, I-Hsiang Chen, Yi-Chung Chen, Yuan-Chun Chiang Stanford University, Google, National Taiwan University, ServiceNow 0.307
25 The Majestic Mavericks (submission II) Hyerin Chung, Nakyung Lee, Sung Keun Kwak CJ OliveNetworks 0.276
26 EZIE (submission II) Minsu Kwon, Jinseong Kim ENERZAi 0.275
27 CEVI_LowLightHypnotize (submission I) Amogh Joshi, Chinmayee Mandi, Sampada Malagi KLE Technological University 0.121

Photographer's choice

Small glossary of the photography terms used in the recent professional photographer's comments:



Rank Team Member(s) Affiliation Photographer's comment
1 DH-AISP (submission I) Jin Guo, Yangfan Sun, Tianli Liu, Dejun Hao Zhejiang Dahua Technology Very natural and good balance of light and shadow. Contrast good.
2 DH-AISP (submission II) Jin Guo, Yangfan Sun, Tianli Liu, Dejun Hao Zhejiang Dahua Technology Also very good and natural and actually hard to separate these top two. Maybe contrast not quite as strong here.
3 MiAlgo (submission II) Shuai Liu Xiaomi Good control of light and shadow but colours a little too saturated and not as natural.
4 MiAlgo (submission II) Shuai Liu Xiaomi Also good but again the colours are a little unnatural and also a bit dark overall.
5 LVGroup_HFUT (submission I) Zhicheng Ji, Jiahuan Ren Hefei University Of Technology Too dark.
6 LVGroup_HFUT (submission II) Zhicheng Ji, Jiahuan Ren Hefei University Of Technology Also too dark (even darker than above).
7 HDU-EGOV (submission I) Xiangwen Liu Hangzhou Dianzi University Good contrast and brightness but there is a slight yellow caste on every image.
8 HDU-EGOV (submission II) Xiangwen Liu Hangzhou Dianzi University Also good contrast but an even more pronounced yellow/orange colour caste.
9 IVL_Team (submission II) Simone Zini, Claudio Rota, Marco Buzzelli, Simone Bianco, Raimondo Schettini University of Milano - Bicocca Very flat and lacking in colour. No contrast.
10 test_03 (submission II) Wan Zhong Shaodu, LVMI Very lacking in colour to the point where some images are completely desaturated.