Open-World Scene Understanding

Mask2anomaly: Mask transformer for universal open-set segmentation.

Shyam Nandan Rai, Fabio Cermelli, Carlo Masone, Barbara Caputo

IEEE Transactions on Pattern Analysis and Machine Intelligence, PAMI, 2024.

Unmasking Anomalies in Road-Scene Segmentation.

Shyam Nandan Rai, Fabio Cermelli, Dario Fontanel, Carlo Masone, Barbara Caputo

International Conference on Computer Vision, (ICCV) [ORAL], 2023.

New Objects on the Road? No Problem, We'll Learn Them Too.

Deepak Kumar Singh*, Shyam Nandan Rai*, KJ Joseph, Rohit Saluja, Vineeth N Balasubramanian, Chetan Arora, Anbumani Subramanian, CV Jawahar.

IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS), 2022.

Machine Learning for Autonomous Driving Workshop (NeurIPSw), 2021.

Image Restoration and Generation

Removing atmospheric turbulence via deep adversarial learning.

Shyam Nandan Rai, C. V. Jawahar.

IEEE Transactions on Image Processing (TIP), 2022.

FLUID: Few-Shot Self-Supervised Image Deraining.

Shyam Nandan Rai, Rohit Saluja, V. N. Balasubramanian, Chetan Arora, Anbumani Subramanian, C. V. Jawahar.

Winter Conference on Applications of Computer Vision (WACV), 2022.

Spatial Feedback Learning to Improve Semantic Segmentation in Hot Weather.

Shyam Nandan Rai, Vineeth N Balasubramanian, Anbumani Subramanian, C. V. Jawahar.

The British Machine Vision Conference (BMVC), 2020.

Munich to Dubai: How far is it for Semantic Segmentation?.

Shyam Nandan Rai, Vineeth N Balasubramanian, Anbumani Subramanian, C. V. Jawahar.

Winter Conference on Applications of Computer Vision (WACV), 2020.

Learning To Generate Atmospheric Turbulent Images.

Shyam Nandan Rai, C. V. Jawahar.

National Conference on Computer Vision, Pattern Recognition, Image Processing and Graphics (NCVPRIPG), 2019.