Brain Tumor Segmentation with Cascaded Deep Convolutional Neural Network. - Ujjwal Baid; Nisarg A. Shah; Sanjay N. Talbar (BrainLes@MICCAI (2), 2019)

Colorectal Cancer Segmentation Using Atrous Convolution and Residual Enhanced UNet. - Nisarg A. Shah; Divij Gupta; Romil Lodaya; Ujjwal Baid; Sanjay N. Talbar (CVIP (1), 2020)

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)

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)

AIM 2020 Challenge on Rendering Realistic Bokeh. - Andrey Ignatov; Radu Timofte; Ming Qian; Congyu Qiao; Jiamin Lin; Zhenyu Guo; Chenghua Li; Cong Leng; Jian Cheng 001; Juewen Peng; Xianrui Luo; Ke Xian; et al. (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)

Multivariate Regression-Based Convolutional Neural Network Model for Fundus Image Quality Assessment. - Aditya Raj; Nisarg A. Shah; Anil Kumar Tiwari; Maria G. Martini (IEEE Access, 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)

Stacked Deep Multi-Scale Hierarchical Network for Fast Bokeh Effect Rendering From a Single Image. - Saikat Dutta 002; Sourya Dipta Das; Nisarg A. Shah; Anil Kumar Tiwari (CVPR Workshops, 2021)

Efficient Space-Time Video Super Resolution Using Low-Resolution Flow and Mask Upsampling. - Saikat Dutta 002; Nisarg A. Shah; Anurag Mittal (CVPR Workshops, 2021)

Dsrn: an Efficient Deep Network for Image Relighting. - Sourya Dipta Das; Nisarg A. Shah; Saikat Dutta 002; Himanshu Kumar (ICIP, 2021)

Fast and Accurate Quantized Camera Scene Detection on Smartphones, Mobile AI 2021 Challenge: Report. - Andrey Ignatov; Grigory Malivenko; Radu Timofte; Sheng Chen; Xin Xia 014; Zhaoyan Liu; Yuwei Zhang; Feng Zhu; Jiashi Li; Xuefeng Xiao 001; Yuan Tian; Xinglong Wu; et al. (CoRR, 2021)

MSR-Net: Multi-Scale Relighting Network for One-to-One Relighting. - Sourya Dipta Das; Nisarg A. Shah; Saikat Dutta 002 (CoRR, 2021)

QU-BraTS: MICCAI BraTS 2020 Challenge on Quantifying Uncertainty in Brain Tumor Segmentation - Analysis of Ranking Metrics and Benchmarking Results. - Raghav Mehta; Angelos Filos; Ujjwal Baid; Chiharu Sako; Richard McKinley; Michael Rebsamen; Katrin Dätwyler; Raphael Meier; Piotr Radojewski; Gowtham Krishnan Murugesan; Sahil S. Nalawade; Chandan Ganesh; et al. (CoRR, 2021)

Towards Device Efficient Conditional Image Generation. - Nisarg A. Shah; Gaurav Bharaj (BMVC, 2022)

NTIRE 2022 Challenge on Perceptual Image Quality Assessment. - Jinjin Gu; Haoming Cai; Chao Dong 005; Jimmy S. Ren; Radu Timofte; Yuan Gong 002; Shanshan Lao; Shuwei Shi; Jiahao Wang; Sidi Yang; Tianhe Wu; Weihao Xia 001; et al. (CVPR Workshops, 2022)

Anomaly Detection In Retinal Images Using Multi-Scale Deep Feature Sparse Coding. - Sourya Dipta Das; Saikat Dutta 002; Nisarg A. Shah; Dwarikanath Mahapatra; Zongyuan Ge (ISBI, 2022)

A novel approach for fundus image enhancement. - Aditya Raj; Nisarg A. Shah; Anil Kumar Tiwari (Biomed. Signal Process. Control., 2022)

ADAM Challenge: Detecting Age-related Macular Degeneration from Fundus Images. - Huihui Fang; Fei Li 021; Huazhu Fu; Xu Sun 006; Xingxing Cao; Fengbin Lin; Jaemin Son; Sunho Kim; Gwenolé Quellec; Sarah Matta; Sharath M. Shankaranarayana; Yi-Ting Chen; et al. (CoRR, 2022)

Can No-reference features help in Full-reference image quality estimation? - Saikat Dutta 002; Sourya Dipta Das; Nisarg A. Shah (CoRR, 2022)

ALAP-AE: As-Lite-as-Possible Auto-Encoder. - Nisarg A. Shah; Gaurav Bharaj (CoRR, 2022)

How Far Can I Go ? : A Self-Supervised Approach for Deterministic Video Depth Forecasting. - Sauradip Nag; Nisarg A. Shah; Anran Qi; Raghavendra Ramachandra (CoRR, 2022)

ADAM Challenge: Detecting Age-Related Macular Degeneration From Fundus Images. - Huihui Fang; Fei Li 021; Huazhu Fu; Xu Sun 006; Xingxing Cao; Fengbin Lin; Jaemin Son; Sunho Kim; Gwenolé Quellec; Sarah Matta; Sharath M. Shankaranarayana; Yi-Ting Chen; et al. (IEEE Trans. Medical Imaging, 2022)

sfGLSFormer: Gated - Long, Short Sequence Transformer for Step Recognition in Surgical Videos. - Nisarg A. Shah; Shameema Sikder; S. Swaroop Vedula; Vishal M. Patel (MICCAI (9), 2023)

GLSFormer: Gated - Long, Short Sequence Transformer for Step Recognition in Surgical Videos. - Nisarg A. Shah; Shameema Sikder; S. Swaroop Vedula; Vishal M. Patel (CoRR, 2023)

LQMFormer: Language-Aware Query Mask Transformer for Referring Image Segmentation. - Nisarg A. Shah; Vibashan VS; Vishal M. Patel (CVPR, 2024)

Classification of Surgeons' Gender from Videos of the Surgical Field. - Nisarg A. Shah; Ibrahim D. Ali; Rishabh Nanawati; Abdulla Shaheen; Irene Catterson; Vishal M. Patel; S. Swaroop Vedula; Shameema Sikder (ISBI, 2025)

CSMAE : Cataract Surgical Masked Autoencoder (MAE) Based Pre-Training. - Nisarg A. Shah; Chaminda Bandara; Shameema Sikder; S. Swaroop Vedula; Vishal M. Patel (ISBI, 2025)

Step Detection in Cataract Surgery Videos. - Nisarg A. Shah; Shameema Sikder; S. Swaroop Vedula; Vishal M. Patel (ISBI, 2025)

Leveraging Graph Attention Networks for Targeted Feedback from Operating Room Surgery Videos. - Mingze Xia; Nisarg A. Shah; Vishal M. Patel; S. Swaroop Vedula; Shameema Sikder (ISBI, 2025)

StepAL: Step-aware Active Learning for Cataract Surgical Videos. - Nisarg A. Shah; Bardia Safaei 002; Shameema Sikder; S. Swaroop Vedula; Vishal M. Patel (CoRR, 2025)