M. Pawan Kumar
 
 

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SELECTED PUBLICATIONS

A. Arun, C. V. Jawahar, and M. Pawan Kumar
Weakly Supervised Instance Segmentation by Learning Annotation Consistent Instances
In Proceedings of European Conference on Computer Vision (ECCV), 2020

L. Berrada, A. Zisserman and M. Pawan Kumar
Training Neural Networks for and by Interpolation
In Proceedings of International Conference on Machine Learning (ICML), 2020

A. de Palma, R. Bunel, A. Desmaison, K. Dvijotham, P. Kohli, P. Torr and M. Pawan Kumar
Lagrangian Decomposition for Neural Network Verification
In Proceedings of Conference on Uncertainty in Artificial Intelligence (UAI), 2020

R. Bunel, J. Lu, I. Turkaslan, P. Torr, P. Kohli and M. Pawan Kumar
Branch and Bound for Piecewise Linear Neural Network Verification
In Journal of Machine Learning Research (JMLR), 2020

J. Lu and M. Pawan Kumar
Neural Network Branching for Neural Network Verification
In Proceedings of International Conference on Learning Representations (ICLR), 2020

P. Mohapatra, M. Rolinek, C. V. Jawahar, V. Kolmogorov, and M. Pawan Kumar
Efficient Optimization for Rank-based Loss Functions
In Proceedings of Computer Vision and Pattern Recognition (CVPR), 2018
Honourable mention, best paper award

M. Pawan Kumar and P. Dokania
Rounding-based Moves for Semi-Metric Labeling
In Journal of Machine Learning Research (JMLR), 2016

M. Pawan Kumar, B. Packer and D. Koller
Self-Paced Learning for Latent Variable Models
In Proceedings of Advances in Neural Information Processing Systems (NIPS), 2010

M. Pawan Kumar, P. Torr and A. Zisserman
OBJCUT: Efficient Segmentation using Top-Down and Bottom-Up Cues
In Pattern Analysis and Machine Intelligence (PAMI), 2010

M. Pawan Kumar, V. Kolmogorov and P. Torr
An Analysis of Convex Relaxations for MAP Estimation of Discrete MRFs
In Journal of Machine Learning Research (JMLR), 2009

M. Pawan Kumar, P. Torr and A. Zisserman
Learning Layered Motion Segmentations of Video
In International Journal of Computer Vision (IJCV), 2008

 


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