SkeletonNet: Shape Pixel to Skeleton Pixel. - Sabari Nathan; Priya Kansal (CVPR Workshops, 2019)

Eyenet: Attention based Convolutional Encoder-Decoder Network for Eye Region Segmentation. - Priya Kansal; Sabari Nathan (CoRR, 2019)

Lightweight Residual Network for The Classification of Thyroid Nodules. - Ponugoti Nikhila; Sabari Nathan; Elmer Jeto Gomes Ataide; Alfredo Illanes; Michael Friebe; Srichandana Abbineni (CoRR, 2019)

NTIRE 2020 Challenge on Real Image Denoising: Dataset, Methods and Results. - Abdelrahman Abdelhamed; Mahmoud Afifi; Radu Timofte; Michael S. Brown; Yue Cao 009; Zhilu Zhang 001; Wangmeng Zuo; Xiaoling Zhang; Jiye Liu; Wendong Chen; Changyuan Wen; Meng Liu; et al. (CVPR Workshops, 2020)

A Multi-Level Supervision Model: A novel approach for Thermal Image Super Resolution. - Priya Kansal; Sabari Nathan (CVPR Workshops, 2020)

Thermal Image Super-Resolution Challenge - PBVS 2020. - Rafael E. Rivadeneira; Ángel D. Sappa; Boris Xavier Vintimilla; Lin Guo; Jiankun Hou; Armin Mehri; Parichehr Behjati Ardakani; Heena Patel; Vishal M. Chudasama; Kalpesh Prajapati; Kishor P. Upla; Raghavendra Ramachandra; et al. (CVPR Workshops, 2020)

NTIRE 2020 Challenge on Image Demoireing: Methods and Results. - Shanxin Yuan; Radu Timofte; Ales Leonardis; Gregory G. Slabaugh; Xiaotong Luo; Jiangtao Zhang; Yanyun Qu; Ming Hong; Yuan Xie 006; Cuihua Li; Dejia Xu; Yihao Chu; et al. (CVPR Workshops, 2020)

AIM 2020: Scene Relighting and Illumination Estimation Challenge. - Majed El Helou; Ruofan Zhou; Sabine Süsstrunk; Radu Timofte; Mahmoud Afifi; Michael S. Brown; Kele Xu; Hengxing Cai; Yuzhong Liu; Li-Wen Wang; Zhi-Song Liu; Chu-Tak Li; et al. (ECCV Workshops (3), 2020)

LightNet: Deep Learning Based Illumination Estimation from Virtual Images. - Sabari Nathan; M. Parisa Beham (ECCV Workshops (3), 2020)

UDC 2020 Challenge on Image Restoration of Under-Display Camera: Methods and Results. - Yuqian Zhou; Michael Kwan; Kyle Tolentino; Neil Emerton; Sehoon Lim; Timothy A. Large; Lijiang Fu; Zhihong Pan 001; Baopu Li; Qirui Yang; Yihao Liu 001; Jigang Tang; et al. (ECCV Workshops (5), 2020)

SSBC 2020: Sclera Segmentation Benchmarking Competition in the Mobile Environment. - Matej Vitek; Abhijit Das 001; Yann Pourcenoux; Alexandre Missler; C. Paumier; Sumanta Das; Ishita De Ghosh; Diego Rafael Lucio; Luiz Antonio Zanlorensi; David Menotti; Fadi Boutros; Naser Damer; et al. (IJCB, 2020)

Efficient Supervision Net: Polyp Segmentation Using EfficientNet and Attention Unit. - Sabari Nathan; Suganya Ramamoorthy (MediaEval, 2020)

NTIRE 2020 Challenge on Real Image Denoising: Dataset, Methods and Results. - Abdelrahman Abdelhamed; Mahmoud Afifi; Radu Timofte; Michael S. Brown; Yun Cao 002; Zhilu Zhang 001; Wangmeng Zuo; Xiaoling Zhang; Jiye Liu; Wendong Chen; Changyuan Wen; Meng Liu; et al. (CoRR, 2020)

UDC 2020 Challenge on Image Restoration of Under-Display Camera: Methods and Results. - Yuqian Zhou; Michael Kwan; Kyle Tolentino; Neil Emerton; Sehoon Lim; Timothy A. Large; Lijiang Fu; Zhihong Pan 001; Baopu Li; Qirui Yang; Yihao Liu 005; Jigang Tang; et al. (CoRR, 2020)

Lesion Net - Skin Lesion Segmentation Using Coordinate Convolution and Deep Residual Units. - Sabari Nathan; Priya Kansal (CoRR, 2020)

Leveraging Multi Scale Backbone With Multilevel Supervision for Thermal Image Super Resolution. - Sabari Nathan; Priya Kansal (CVPR Workshops, 2021)

Thermal Image Super-Resolution Challenge - PBVS 2021. - Rafael E. Rivadeneira; Ángel D. Sappa; Boris Xavier Vintimilla; Sabari Nathan; Priya Kansal; Armin Mehri; Parichehr Behjati Ardakani; Anurag Dalal; Aparna Akula; Darshika Sharma; Shashwat Pandey; Basant Kumar; et al. (CVPR Workshops, 2021)

SkeletonNetV2: A Dense Channel Attention Blocks for Skeleton Extraction. - Sabari Nathan; Priya Kansal (ICCVW, 2021)

NTIRE 2022 Spectral Recovery Challenge and Data Set. - Boaz Arad; Radu Timofte; Rony Yahel; Nimrod Morag; Amir Bernat; Yuanhao Cai; Jing Lin; Zudi Lin; Haoqian Wang; Yulun Zhang 001; Hanspeter Pfister; Luc Van Gool; et al. (CVPR Workshops, 2022)

Real-Time Under-Display Cameras Image Restoration and HDR on Mobile Devices. - Marcos V. Conde; Florin-Alexandru Vasluianu; Sabari Nathan; Radu Timofte (ECCV Workshops (2), 2022)

MIPI 2022 Challenge on Under-Display Camera Image Restoration: Methods and Results. - Ruicheng Feng; Chongyi Li; Shangchen Zhou; Wenxiu Sun; Qingpeng Zhu; Jun Jiang; Qingyu Yang; Chen Change Loy; Jinwei Gu; Yurui Zhu; Xi Wang; Xueyang Fu; et al. (ECCV Workshops (5), 2022)

AIM 2022 Challenge on Instagram Filter Removal: Methods and Results. - Furkan Kinli; Sami Mentes; Baris Özcan; Furkan Kiraç; Radu Timofte; Yi Zuo; Zitao Wang; Xiaowen Zhang; Yu Zhu 004; Chenghua Li; Cong Leng; Jian Cheng 001; et al. (ECCV Workshops (3), 2022)

Pesticide Residue Estimation in Brinjals using 3D Squeeze Excitation-Residual Spectral Network (SERSN) ✱. - Sathya Bama 001; Shankarmahadevan; S. Mohamed Mansoor Roomi; Sabari Nathan; Karthikeyan (ICVGIP, 2022)

Insta Net: Recurrent Residual Network for Instagram Filter Removal✱. - Priya Kansal; Sabari Nathan (ICVGIP, 2022)

A Comparative Assessment of Deep Neural Network Models for Detecting Obstacles in the Real Time Aerial Railway Track Images. - R. S. Rampriya; R. Suganya; Sabari Nathan; P. Shunmuga Perumal (Appl. Artif. Intell., 2022)

MIPI 2023 Challenge on Nighttime Flare Removal: Methods and Results. - Yuekun Dai; Chongyi Li; Shangchen Zhou; Ruicheng Feng; Qingpeng Zhu; Qianhui Sun 002; Wenxiu Sun; Chen Change Loy; Jinwei Gu; Shuai Liu 009; Hao Wang 073; Chaoyu Feng; et al. (CVPR Workshops, 2023)

NTIRE 2023 Image Shadow Removal Challenge Report. - Florin-Alexandru Vasluianu; Tim Seizinger; Radu Timofte; Shuhao Cui; Junshi Huang; Shuman Tian; Mingyuan Fan 002; Jiaqi Zhang; Li Zhu 003; Xiaoming Wei; Xiaolin Wei; Ziwei Luo; et al. (CVPR Workshops, 2023)

Sclera Segmentation and Joint Recognition Benchmarking Competition: SSRBC 2023. - Abhijit Das 001; Saurabh Atreya; Aritra Mukherjee; Matej Vitek; Haiqing Li; Caiyong Wang; Guangzhe Zhao; Fadi Boutros; Patrick Siebke; Jan Niklas Kolf; Naser Damer; Sun Ye; et al. (IJCB, 2023)

An objective validation of polyp and instrument segmentation methods in colonoscopy through Medico 2020 polyp segmentation and MedAI 2021 transparency challenges. - Debesh Jha; Vanshali Sharma; Debapriya Banik; Debayan Bhattacharya; Kaushiki Roy; Steven Alexander Hicks; Nikhil Kumar Tomar; Vajira Thambawita; Adrian Krenzer; Ge-Peng Ji; Sahadev Poudel; George Batchkala; et al. (CoRR, 2023)

Multiattention-Net: A Novel Approach to Face Anti-Spoofing with Modified Squeezed Residual Blocks. - Sabari Nathan; M. Parisa Beham; A Nagaraj; S. Mohamed Mansoor Roomi (CVPR Workshops, 2024)

MIPI 2024 Challenge on Demosaic for Hybridevs Camera: Methods and Results. - Yaqi Wu; Zhihao Fan; Xiaofeng Chu; Jimmy S. Ren; Xiaoming Li 002; Zongsheng Yue; Chongyi Li; Shangcheng Zhou; Ruicheng Feng; Yuekun Dai; Peiqing Yang 001; Chen Change Loy; et al. (CVPR Workshops, 2024)

DePondFi'23 Challenge on Real-Time Pond Environment: Methods and Results. - Sasithradevi Anbalagan; Suganya Ramamoorthy; P. Prakash; S. Mohamed Mansoor Roomi; M. Vijayalakshmi; Sabari Nathan; P. Kasthuri; J. Persiya; L. Brighty Ebenezer; Sparsh Jain; Sshubam Verma; S. Balasubramanian 001; et al. (IEEE Access, 2024)

Lightweight railroad semantic segmentation network and distance estimation for railroad Unmanned aerial vehicle images. - R. S. Rampriya; Sabari Nathan; R. Suganya; Sahaya Beni Prathiba; P. Shunmuga Perumal; Wei Wang (Eng. Appl. Artif. Intell., 2024)

Dual-Input Frequency-Aware Network for High-Quality Thermal Image Super-Resolution. - Priya Kansal; Sabari Nathan (CVPR Workshops, 2025)

NTIRE 2025 Challenge on Low Light Image Enhancement: Methods and Results. - Xiaoning Liu 003; Zongwei Wu; Florin-Alexandru Vasluianu; Hailong Yan; Bin Ren; Yulun Zhang 001; Shuhang Gu; Le Zhang 001; Ce Zhu; Radu Timofte; Kangbiao Shi; Yixu Feng; et al. (CVPR Workshops, 2025)

IdolDanceNet: Indian Heritage idol Dance Pose Classification. - Kanimozhi Soundararajan; Sabari Nathan; A. Sasithradevi (CVPR Workshops, 2025)

NTIRE 2025 Challenge on Single Image Reflection Removal in the Wild: Datasets, Methods and Results. - Kangning Yang; Jie Cai 001; Ling Ouyang; Florin-Alexandru Vasluianu; Radu Timofte; Jiaming Ding; Huiming Sun; Lan Fu; Jinlong Li; Chiu Man Ho; Zibo Meng; Mingjia Li 001; et al. (CVPR Workshops, 2025)

Validating polyp and instrument segmentation methods in colonoscopy through Medico 2020 and MedAI 2021 Challenges. - Debesh Jha; Vanshali Sharma; Debapriya Banik; Debayan Bhattacharya; Kaushiki Roy; Steven Alexander Hicks; Nikhil Kumar Tomar; Vajira Thambawita; Adrian Krenzer; Ge-Peng Ji; Sahadev Poudel; George Batchkala; et al. (Medical Image Anal., 2025)

Privacy-enhancing Sclera Segmentation Benchmarking Competition: SSBC 2025. - Matej Vitek; Darian Tomasevic; Abhijit Das 001; Sabari Nathan; Gökhan Özbulak; Gözde Ayse Tataroglu Özbulak; Jean-Paul Calbimonte; André Anjos; Hariohm Hemant Bhatt; Dhruv Dhirendra Premani; Jay Chaudhari; Caiyong Wang; et al. (CoRR, 2025)