Publications
2021
Hypernetworks for Continual Semi-Supervised Learning
Dhanajit Brahma, VK Verma, Piyush Rai
International Workshop on Continual Semi-Supervised Learning-IJCAI-2021) (Best student paper award)
Knowledge Consolidation based Class Incremental Online Learning with Limited Data
Mohammed Asad Karim, VK Verma, P Singh, Vinay P. Namboodiri, P Rai
IJCAI-2021
Efficient Continual Adaptation for Generative Adversarial Networks
S Varshney*, VK Verma*, L Carin, P Rai
NeurIPS-2021
Efficient Feature Transformations for Discriminative and Generative Incremental Learning
VK Verma, Kevin Liang, Nikhil Mehta, Piyush Rai, Lawrence Carin
CVPR-2021, Online
Continual Learning using a Bayesian Nonparametric Dictionary of Weight Factors
N Mehta, KJ Liang, VK Verma, L Carin
Artificial Intelligence and Statistics (AISTATS), San Diego, CA, USA
Meta-Learned Attribute Self-Gating for Continual Generalized Zero-Shot Learning
VK Verma, K Liang, N Mehta, L Carin
arXiv preprint arXiv:2102.11856
Towards Zero-Shot Learning with Fewer Seen Class Examples
VK Verma*, A Mishra*, A Panday, H Murthy A, P Rai
WACV-2021
2020
Calibrating CNNs for Lifelong Learning
P Singh*, VK Verma*, P Mazumder, L Carin, P Rai
NeurIPS-2020
Acceleration of Deep Convolutional Neural Networks using Adaptive Filter Pruning
P Singh, VK Verma, P Rai, VP Namboodiri
IEEE Journal of Selected Topics in Signal Processing, 2020
Meta-learning for generalized zero-shot learning
VK Verma, D Brahma, P Rai
Proceedings of the AAAI Conference on Artificial Intelligence 34 (04), 6062-6069
Stacked Adversarial Network for Zero-Shot Sketch-based Image Retrieval
A Pandey, A Mishra, VK Verma, A Mittal, HA Murthy
WACV-2020, Colorado, USA
A "Network Pruning Network" Approach to Deep Model Compression
VK Verma, P Singh, VP Namboodiri, P Rai
WACV-2020, Colorado, USA
Leveraging filter correlations for deep model compression
P Singh*, VK Verma*, P Rai, VP Namboodiri
WACV-2020, Colorado, USA
ZSCRGAN: A GAN-based Expectation-Maximization Model for Zero-Shot Retrieval of Images from Textual Descriptions
A Roy, VK Verma, K Ghosh, S Ghosh
CIKM-2020
A Generative Framework for Zero-Shot Learning with Adversarial Domain Adaptation
V Khare, D Mahajan, H Bharadhwaj, VK Verma, P Rai
WACV-2020, Colorado, USA
2019
HetConv: Beyond Homogeneous Convolution Kernels for Deep CNNs
P Singh, VK Verma, P Rai, VP Namboodiri
International Journal of Computer Vision (IJCV), pp 1-21
HetConv: Heterogeneous Kernel-Based Convolutions for Deep CNNs
P Singh, VK Verma, P Rai, VP Namboodiri
CVPR-19, Long Beach, CA
Generative model for zero-shot sketch-based image retrieval
V Kumar Verma, A Mishra, A Mishra, P Rai
Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition Workshops
Generative model for zero-shot sketch-based image retrieval
VK Verma, A Mishra, A Mishra, P Rai
Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition Workshops
Adversarial joint-distribution learning for novel class sketch-based image retrieval
A Pandey, A Mishra, V Kumar Verma, A Mittal
ICCV-Workshops (2019), Seoul, Korea, 0-0
Play and Prune: Adaptive Filter Pruning for Deep Model Compression
P Singh, VK Verma, P Rai, VP Namboodiri
IJCAI-2019, Macao, China
2018
A Generative Approach to Zero-Shot and Few-Shot Action Recognition
A Mishra*, VK Verma*, M Reddy, P Rai, A Mittal
WACV-18, pp. 372-380.
Generalized zero-shot learning via synthesized examples
VK Verma, G Arora, A Mishra, P Rai
Proceedings of the IEEE conference on computer vision and pattern recognition
Zero-shot learning via class-conditioned deep generative models
W Wang, Y Pu, VK Verma, K Fan, Y Zhang, C Chen, P Rai, L Carin
AAAI-18
2017
A simple exponential family framework for zero-shot learning
VK Verma, P Rai
ECML-17, 792-808
Robust Feature Matching for Architectural Scenes
P Balasubramanian, VK Verma, M Chatterjee, A Mittal
Digital Hampi: Preserving Indian Cultural Heritage, 91-108
A probabilistic framework for zero-shot multi-label learning
A Gaure, A Gupta, VK Verma, P Rai
The Conference on Uncertainty in Artificial Intelligence (UAI) 1, 3
A performance evaluation of feature descriptors for image stitching in architectural images
P Balasubramanian, VK Verma, A Mittal
Asian Conference on Computer Vision, 517-528
Hand Gesture Segmentation from Complex Color-Texture Background Image
VK Verma, R Wankar, CR Rao, A Agarwal
International Workshop on Multi-disciplinary Trends in Artificial Intelligence