Publications

JOURNAL PUBLICATIONS

• Mitigate Forgetting in Few-Shot Class-Incremental Learning Using Different Image Views, Pratik Mazumder, Pravendra Singh, Neural Networks (NEUNET) In Press, 2023.

• Leveraging Joint Incremental Learning Objective with Data Ensemble for Class Incremental Learning, Pratik Mazumder, Mohammed Asad Karim, Indu Joshi, Pravendra Singh, Neural Networks (NEUNET) In Press, 2023.

• Rectification-based Knowledge Retention for Task Incremental Learning, Pratik Mazumder*, Pravendra Singh*, Piyush Rai, Vinay P. Namboodiri, IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI) In Press, 2023. 

• Few-Shot Image Classification with Composite Rotation based Self-Supervised Auxiliary Task, Pratik Mazumder*, Pravendra Singh*, Neurocomputing (NEUCOM), 2022.

• Protected Attribute Guided Representation Learning for Bias Mitigation in Limited Data, Pratik Mazumder*, Pravendra Singh*, Knowledge-Based Systems (KBS), 2022.

• Dual Class Representation Learning for Few-Shot Image Classification, Pratik Mazumder*, Pravendra Singh*, Knowledge-Based Systems (KBS), 2022.

• Context Extraction Module for Deep Convolutional Neural Networks, Pratik Mazumder*, Pravendra Singh*, Vinay P. Namboodiri, Pattern Recognition (PR), 2022.

• Calibrating Feature Maps for Deep CNNs, Pratik Mazumder*, Pravendra Singh*, Mohammed Asad Karim*, Vinay P. Namboodiri, Neurocomputing (NEUCOM), 2021.

• GIFSL - Grafting based Improved Few-Shot Learning, Pratik Mazumder, Pravendra Singh, Vinay P. Namboodiri, Image and Vision Computing (IMAVIS), 2020.

CONFERENCE PUBLICATIONS

• Hybrid Sample Synthesis-based Debiasing of Classifier in Limited Data Setting, Piyush Arora*, Pratik Mazumder*,  IEEE/CVF Winter Conference on Applications of Computer Vision (WACV), Waikoloa, Hawaii, USA, 2024.

• Attaining Class-level Forgetting in Pretrained Model using Few Samples, Pratik Mazumder*, Pravendra Singh*, Mohammed Asad Karim*, European Conference on Computer Vision (ECCV), Tel Aviv, Israel, 2022.

• Fair Visual Recognition in Limited Data Regime using Self-Supervision and Self-Distillation, Pratik Mazumder*, Pravendra Singh*, Vinay P. Namboodiri, IEEE/CVF Winter Conference on Applications of Computer Vision (WACV), Waikoloa, Hawaii, USA, 2022.

• Rectification-based Knowledge Retention for Continual Learning, Pratik Mazumder*, Pravendra Singh*, Piyush Rai, Vinay P. Namboodiri, IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR), Virtual Conference, 2021.

• Few-Shot Lifelong Learning, Pratik Mazumder*, Pravendra Singh*, Piyush Rai, AAAI Conference on Artificial Intelligence (AAAI), Virtual Conference, 2021.

• RNNP: A Robust Few-Shot Learning Approach, Pratik Mazumder, Pravendra Singh, Vinay P. Namboodiri, IEEE/CVF Winter Conference on Applications of Computer Vision (WACV), Hawaii, USA (shifted online), 2021.

• AVGZSLNet: Audio-Visual Generalized Zero-Shot Learning by Reconstructing Label Features from Multi-Modal Embeddings, Pratik Mazumder, Pravendra Singh, Kranti Kumar Parida, Vinay P. Namboodiri, IEEE/CVF Winter Conference on Applications of Computer Vision (WACV), Hawaii, USA (shifted online), 2021.

• Improving Few-Shot Learning using Composite Rotation based Auxiliary Task, Pratik Mazumder, Pravendra Singh, Vinay P. Namboodiri, IEEE/CVF Winter Conference on Applications of Computer Vision (WACV), Hawaii, USA (shifted online), 2021.

• Calibrating CNNs for Lifelong Learning, Pravendra Singh*,  Vinay Kumar Verma*, Pratik Mazumder, Lawrence Carin, Piyush Rai, Conference on Neural Information Processing Systems (NeurIPS), Virtual Conference, 2020.

• Passive Batch Injection Training Technique: Boosting Network Performance by Injecting Mini-Batches from a different Data Distribution, Pravendra Singh, Pratik Mazumder, Vinay P. Namboodiri, IEEE International Joint Conference on Neural Networks (IJCNN), Glasgow, Scotland, UK, 2020.

• CPWC: Contextual Point Wise Convolution for Object Recognition, Pratik Mazumder*, Pravendra Singh*, Vinay P. Namboodiri, IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), Barcelona, Spain, 2020.

• Accuracy Booster: Performance Boosting using Feature Map Re-calibration, Pravendra Singh, Pratik Mazumder, Vinay P. Namboodiri, IEEE/CVF Winter Conference on Applications of Computer Vision (WACV), Colorado, USA, 2020.