NTIRE 2024 Challenge on HR Depth from Images of Specular and Transparent Surfaces

Ramirez, Pierluigi Zama; Tosi, Fabio; Di Stefano, Luigi; Timofte, Radu; Costanzino, Alex; Poggi, Matteo; Salti, Samuele; Mattoccia, Stefano; Zhang, Yangyang; Wu, Cailin; He, Zhuangda; Yin, Shuangshuang; Dong, Jiaxu; Liu, Yangchenxu; Jiang, Hao; Shi, Jun; A, Yong; Jin, Yixiang; Li, Dingzhe; Ke, Bingxin; Obukhov, Anton; Wang, Tinafu; Metzger, Nando; Huang, Shengyu; Schindler, Konrad; Huang, Yachuan; Li, Jiaqi; Zhang, Junrui; Wang, Yiran; Huang, Zihao; Liu, Tianqi; Cao, Zhiguo; Li, Pengzhi; Wang, Jui-Lin; Zhu, Wenjie; Geng, Hui; Zhang, Yuxin; Lan, Long; Xu, Kele; Sun, Tao; Xu, Qisheng; Saini, Sourav; Gupta, Aashray; Mistry, Sahaj K.; Shukla, Aryan; Jakhetiya, Vinit; Jaiswal, Sunil; Sun, Yuejin; Zheng, Zhuofan; Ning, Yi; Cheng, Jen-Hao; Liu, Hou-I; Huang, Hsiang-Wei; Yang, Cheng-Yen; Jiang, Zhongyu; Peng, Yi-Hao; Huang, Aishi; Hwang, Jenq-Neng

Pierluigi Zama Ramirez, Fabio Tosi, Luigi Di Stefano, Radu Timofte, Alex Costanzino, Matteo Poggi, Samuele Salti, Stefano Mattoccia, Yangyang Zhang, Cailin Wu, Zhuangda He, Shuangshuang Yin, Jiaxu Dong, Yangchenxu Liu, Hao Jiang, Jun Shi, Yong A, Yixiang Jin, Dingzhe Li, Bingxin Ke, Anton Obukhov, Tinafu Wang, Nando Metzger, Shengyu Huang, Konrad Schindler, Yachuan Huang, Jiaqi Li, Junrui Zhang, Yiran Wang, Zihao Huang, Tianqi Liu, Zhiguo Cao, Pengzhi Li, Jui-Lin Wang, Wenjie Zhu, Hui Geng, Yuxin Zhang, Long Lan, Kele Xu, Tao Sun, Qisheng Xu, Sourav Saini, Aashray Gupta, Sahaj K. Mistry, Aryan Shukla, Vinit Jakhetiya, Sunil Jaiswal, Yuejin Sun, Zhuofan Zheng, Yi Ning, Jen-Hao Cheng, Hou-I Liu, Hsiang-Wei Huang, Cheng-Yen Yang, Zhongyu Jiang, Yi-Hao Peng, Aishi Huang, Jenq-Neng Hwang; Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops, 2024, pp. 6499-6512

Abstract

This paper reports on the NTIRE 2024 challenge on HR Depth From images of Specular and Transparent surfaces held in conjunction with the New Trends in Image Restoration and Enhancement (NTIRE) workshop at CVPR 2024. This challenge aims to advance the research on depth estimation specifically to address two of the main open issues in the field: high-resolution and non-Lambertian surfaces. The challenge proposes two tracks on stereo and single-image depth estimation attracting about 120 registered participants. In the final testing stage 2 and 8 participating teams submitted their models and fact sheets for the two tracks.

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@InProceedings{Ramirez_2024_CVPR, author = {Ramirez, Pierluigi Zama and Tosi, Fabio and Di Stefano, Luigi and Timofte, Radu and Costanzino, Alex and Poggi, Matteo and Salti, Samuele and Mattoccia, Stefano and Zhang, Yangyang and Wu, Cailin and He, Zhuangda and Yin, Shuangshuang and Dong, Jiaxu and Liu, Yangchenxu and Jiang, Hao and Shi, Jun and A, Yong and Jin, Yixiang and Li, Dingzhe and Ke, Bingxin and Obukhov, Anton and Wang, Tinafu and Metzger, Nando and Huang, Shengyu and Schindler, Konrad and Huang, Yachuan and Li, Jiaqi and Zhang, Junrui and Wang, Yiran and Huang, Zihao and Liu, Tianqi and Cao, Zhiguo and Li, Pengzhi and Wang, Jui-Lin and Zhu, Wenjie and Geng, Hui and Zhang, Yuxin and Lan, Long and Xu, Kele and Sun, Tao and Xu, Qisheng and Saini, Sourav and Gupta, Aashray and Mistry, Sahaj K. and Shukla, Aryan and Jakhetiya, Vinit and Jaiswal, Sunil and Sun, Yuejin and Zheng, Zhuofan and Ning, Yi and Cheng, Jen-Hao and Liu, Hou-I and Huang, Hsiang-Wei and Yang, Cheng-Yen and Jiang, Zhongyu and Peng, Yi-Hao and Huang, Aishi and Hwang, Jenq-Neng}, title = {NTIRE 2024 Challenge on HR Depth from Images of Specular and Transparent Surfaces}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2024}, pages = {6499-6512} }