Publications (22)
Parsimonious Labeling
Puneet K. Dokania, M. Pawan Kumar
Modeling Latent Variable Uncertainty for Loss-based Learning
M. Pawan Kumar, Ben Packer, Daphne Koller
A Statistical Approach to Assessing Neural Network Robustness
Stefan Webb, Tom Rainforth, Yee Whye Teh +1
Coplanar Repeats by Energy Minimization
James Pritts, Denys Rozumnyi, M. Pawan Kumar +1
Efficient Continuous Relaxations for Dense CRF
Alban Desmaison, Rudy Bunel, Pushmeet Kohli +2
Discriminative Parameter Estimation for Random Walks Segmentation
Pierre-Yves Baudin, Danny Goodman, Puneet Kumar +4
Truncated Max-of-Convex Models
Pankaj Pansari, M. Pawan Kumar
A Unified View of Piecewise Linear Neural Network Verification
Rudy Bunel, Ilker Turkaslan, Philip H. S. Torr +2
Adaptive Neural Compilation
Rudy Bunel, Alban Desmaison, Pushmeet Kohli +2
Efficient Relaxations for Dense CRFs with Sparse Higher Order Potentials
Thomas Joy, Alban Desmaison, Thalaiyasingam Ajanthan +5
Learning to superoptimize programs
Rudy Bunel, Alban Desmaison, M. Pawan Kumar +2
Discriminative Parameter Estimation for Random Walks Segmentation: Technical Report
Pierre-Yves Baudin, Danny Goodman, Puneet Kumar +4
Efficient Linear Programming for Dense CRFs
Thalaiyasingam Ajanthan, Alban Desmaison, Rudy Bunel +3
DISCO Nets: DISsimilarity COefficient Networks
Diane Bouchacourt, M. Pawan Kumar, Sebastian Nowozin
Learning to superoptimize programs - Workshop Version
Rudy Bunel, Alban Desmaison, M. Pawan Kumar +2
Dissimilarity Coefficient based Weakly Supervised Object Detection
Aditya Arun, C. V. Jawahar, M. Pawan Kumar
Smooth Loss Functions for Deep Top-k Classification
Leonard Berrada, Andrew Zisserman, M. Pawan Kumar
Worst-case Optimal Submodular Extensions for Marginal Estimation
Pankaj Pansari, Chris Russell, M. Pawan Kumar
Efficient Optimization for Rank-based Loss Functions
Pritish Mohapatra, Michal Rolinek, C. V. Jawahar +2
MAP Estimation of Semi-Metric MRFs via Hierarchical Graph Cuts
M. Pawan Kumar, Daphne Koller
Learning Human Poses from Actions
Aditya Arun, C. V. Jawahar, M. Pawan Kumar
Trusting SVM for Piecewise Linear CNNs
Leonard Berrada, Andrew Zisserman, M. Pawan Kumar