Publications

2024

1. Mitigate Forgetting in Few-Shot Class-Incremental Learning Using Different Image Views

   Pratik Mazumder and Pravendra Singh

   Neural Networks, 2024

   Bib

   @article{2024_NN_mazumder_mitigate,
     title = {Mitigate Forgetting in Few-Shot Class-Incremental Learning Using Different Image Views},
     author = {Mazumder, Pratik and Singh, Pravendra},
     journal = {Neural Networks},
     year = {2024},
     publisher = {Elsevier}
   }

2. Leveraging Joint Incremental Learning Objective with Data Ensemble for Class Incremental Learning

   Pratik Mazumder, Mohammed Asad Karim, Indu Joshi, and 1 more author

   Neural Networks, 2024

   Bib

   @article{2024_NN_mazumder_leveraging,
     selected = true,
     title = {Leveraging Joint Incremental Learning Objective with Data Ensemble for Class Incremental Learning},
     author = {Mazumder, Pratik and Karim, Mohammed Asad and Joshi, Indu and Singh, Pravendra},
     journal = {Neural Networks},
     year = {2024},
     publisher = {Elsevier}
   }

3. Rectification-based Knowledge Retention for Task Incremental Learning

   Pratik Mazumder, Pravendra Singh, Piyush Rai, and 1 more author

   IEEE Transactions on Pattern Analysis and Machine Intelligence, 2024

   Bib

   @article{2024_TPAMI_mazumder_rectification,
     selected = true,
     title = {Rectification-based Knowledge Retention for Task Incremental Learning},
     author = {Mazumder, Pratik and Singh, Pravendra and Rai, Piyush and Namboodiri, Vinay P},
     journal = {IEEE Transactions on Pattern Analysis and Machine Intelligence},
     year = {2024},
     publisher = {IEEE}
   }

4. Hybrid Sample Synthesis-based Debiasing of Classifier in Limited Data Setting

   Piyush Arora and Pratik Mazumder

   In IEEE/CVF Winter Conference on Applications of Computer Vision (WACV), 2024

   Bib

   @inproceedings{2024_wacv_arora_hybrid,
     selected = true,
     title = {Hybrid Sample Synthesis-based Debiasing of Classifier in Limited Data Setting},
     author = {Arora, Piyush and Mazumder, Pratik},
     booktitle = {IEEE/CVF Winter Conference on Applications of Computer Vision (WACV)},
     year = {2024}
   }

2022

1. Few-Shot Image Classification with Composite Rotation based Self-Supervised Auxiliary Task

   Pratik Mazumder and Pravendra Singh

   Neurocomputing, 2022

   Bib

   @article{2022_NC_mazumder_few,
     title = {Few-Shot Image Classification with Composite Rotation based Self-Supervised Auxiliary Task},
     author = {Mazumder, Pratik and Singh, Pravendra},
     journal = {Neurocomputing},
     volume = {483},
     pages = {223--234},
     year = {2022},
     publisher = {Elsevier}
   }

2. Protected Attribute Guided Representation Learning for Bias Mitigation in Limited Data

   Pratik Mazumder and Pravendra Singh

   Knowledge-Based Systems, 2022

   Bib

   @article{2022_KBS_mazumder_protected,
     selected = true,
     title = {Protected Attribute Guided Representation Learning for Bias Mitigation in Limited Data},
     author = {Mazumder, Pratik and Singh, Pravendra},
     journal = {Knowledge-Based Systems},
     volume = {238},
     pages = {107926},
     year = {2022},
     publisher = {Elsevier}
   }

3. Dual Class Representation Learning for Few-Shot Image Classification

   Pratik Mazumder and Pravendra Singh

   Knowledge-Based Systems, 2022

   Bib

   @article{2022_KBS_mazumder_dual,
     title = {Dual Class Representation Learning for Few-Shot Image Classification},
     author = {Mazumder, Pratik and Singh, Pravendra},
     journal = {Knowledge-Based Systems},
     volume = {236},
     pages = {107689},
     year = {2022},
     publisher = {Elsevier}
   }

4. Context Extraction Module for Deep Convolutional Neural Networks

   Pratik Mazumder, Pravendra Singh, and Vinay P Namboodiri

   Pattern Recognition, 2022

   Bib

   @article{2022_PR_mazumder_context,
     title = {Context Extraction Module for Deep Convolutional Neural Networks},
     author = {Mazumder, Pratik and Singh, Pravendra and Namboodiri, Vinay P},
     journal = {Pattern Recognition},
     volume = {122},
     pages = {108285},
     year = {2022},
     publisher = {Elsevier}
   }

5. Attaining Class-level Forgetting in Pretrained Model using Few Samples

   Pratik Mazumder, Pravendra Singh, and Mohammed Asad Karim

   In European Conference on Computer Vision (ECCV), 2022

   Bib

   @inproceedings{2022_eccv_mazumder_attaining,
     title = {Attaining Class-level Forgetting in Pretrained Model using Few Samples},
     author = {Mazumder, Pratik and Singh, Pravendra and Karim, Mohammed Asad},
     booktitle = {European Conference on Computer Vision (ECCV)},
     year = {2022}
   }

6. Fair Visual Recognition in Limited Data Regime using Self-Supervision and Self-Distillation

   Pratik Mazumder, Pravendra Singh, and Vinay P Namboodiri

   In IEEE/CVF Winter Conference on Applications of Computer Vision (WACV), 2022

   Bib

   @inproceedings{2022_wacv_mazumder_fair,
     title = {Fair Visual Recognition in Limited Data Regime using Self-Supervision and Self-Distillation},
     author = {Mazumder, Pratik and Singh, Pravendra and Namboodiri, Vinay P},
     booktitle = {IEEE/CVF Winter Conference on Applications of Computer Vision (WACV)},
     year = {2022}
   }

2021

1. Calibrating Feature Maps for Deep CNNs

   Pratik Mazumder, Pravendra Singh, Mohammed Asad Karim, and 1 more author

   Neurocomputing, 2021

   Bib

   @article{2021_NC_mazumder_calibrating,
     title = {Calibrating Feature Maps for Deep CNNs},
     author = {Mazumder, Pratik and Singh, Pravendra and Karim, Mohammed Asad and Namboodiri, Vinay P},
     journal = {Neurocomputing},
     volume = {453},
     pages = {247--257},
     year = {2021},
     publisher = {Elsevier}
   }

2. Rectification-based Knowledge Retention for Continual Learning

   Pratik Mazumder, Pravendra Singh, Piyush Rai, and 1 more author

   In IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR), 2021

   Bib

   @inproceedings{2021_cvpr_mazumder_rectification,
     title = {Rectification-based Knowledge Retention for Continual Learning},
     author = {Mazumder, Pratik and Singh, Pravendra and Rai, Piyush and Namboodiri, Vinay P},
     booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)},
     year = {2021}
   }

3. Few-Shot Lifelong Learning

   Pratik Mazumder, Pravendra Singh, and Piyush Rai

   In AAAI Conference on Artificial Intelligence (AAAI), 2021

   Bib

   @inproceedings{2021_aaai_mazumder_few,
     selected = true,
     title = {Few-Shot Lifelong Learning},
     author = {Mazumder, Pratik and Singh, Pravendra and Rai, Piyush},
     booktitle = {AAAI Conference on Artificial Intelligence (AAAI)},
     year = {2021}
   }

4. RNNP: A Robust Few-Shot Learning Approach

   Pratik Mazumder, Pravendra Singh, and Vinay P Namboodiri

   In IEEE/CVF Winter Conference on Applications of Computer Vision (WACV), 2021

   Bib

   @inproceedings{2021_wacv_mazumder_rnnp,
     title = {RNNP: A Robust Few-Shot Learning Approach},
     author = {Mazumder, Pratik and Singh, Pravendra and Namboodiri, Vinay P},
     booktitle = {IEEE/CVF Winter Conference on Applications of Computer Vision (WACV)},
     year = {2021}
   }

5. AVGZSLNet: Audio-Visual Generalized Zero-Shot Learning by Reconstructing Label Features from Multi-Modal Embeddings

   Pratik Mazumder, Pravendra Singh, Kranti Kumar Parida, and 1 more author

   In IEEE/CVF Winter Conference on Applications of Computer Vision (WACV), 2021

   Bib

   @inproceedings{2021_wacv_mazumder_avgzslnet,
     title = {AVGZSLNet: Audio-Visual Generalized Zero-Shot Learning by Reconstructing Label Features from Multi-Modal Embeddings},
     author = {Mazumder, Pratik and Singh, Pravendra and Parida, Kranti Kumar and Namboodiri, Vinay P},
     booktitle = {IEEE/CVF Winter Conference on Applications of Computer Vision (WACV)},
     year = {2021}
   }

6. Improving Few-Shot Learning using Composite Rotation based Auxiliary Task

   Pratik Mazumder, Pravendra Singh, and Vinay P Namboodiri

   In IEEE/CVF Winter Conference on Applications of Computer Vision (WACV), 2021

   Bib

   @inproceedings{2021_wacv_mazumder_improving,
     title = {Improving Few-Shot Learning using Composite Rotation based Auxiliary Task},
     author = {Mazumder, Pratik and Singh, Pravendra and Namboodiri, Vinay P},
     booktitle = {IEEE/CVF Winter Conference on Applications of Computer Vision (WACV)},
     year = {2021}
   }

2020

1. GIFSL - Grafting based Improved Few-Shot Learning

   Pratik Mazumder, Pravendra Singh, and Vinay P Namboodiri

   Image and Vision Computing, 2020

   Bib

   @article{2020_IVC_mazumder_gifsl,
     title = {GIFSL - Grafting based Improved Few-Shot Learning},
     author = {Mazumder, Pratik and Singh, Pravendra and Namboodiri, Vinay P},
     journal = {Image and Vision Computing},
     volume = {96},
     pages = {103908},
     year = {2020},
     publisher = {Elsevier}
   }

2. Calibrating cnns for lifelong learning

   Pravendra Singh, Vinay Kumar Verma, Pratik Mazumder, and 2 more authors

   In git Advances in Neural Information Processing Systems, 2020

   Bib

   @inproceedings{2020_neurips_singh_calibrating,
     selected = true,
     title = {Calibrating cnns for lifelong learning},
     author = {Singh, Pravendra and Verma, Vinay Kumar and Mazumder, Pratik and Carin, Lawrence and Rai, Piyush},
     booktitle = {git Advances in Neural Information Processing Systems},
     pages = {13702--13713},
     year = {2020}
   }

3. Passive Batch Injection Training Technique: Boosting Network Performance by Injecting Mini-Batches from a different Data Distribution

   Pravendra Singh, Pratik Mazumder, and Vinay P Namboodiri

   In IEEE International Joint Conference on Neural Networks (IJCNN), 2020

   Bib

   @inproceedings{2020_ijcnn_singh_passive,
     title = {Passive Batch Injection Training Technique: Boosting Network Performance by Injecting Mini-Batches from a different Data Distribution},
     author = {Singh, Pravendra and Mazumder, Pratik and Namboodiri, Vinay P},
     booktitle = {IEEE International Joint Conference on Neural Networks (IJCNN)},
     pages = {1--8},
     year = {2020}
   }

4. CPWC: Contextual Point Wise Convolution for Object Recognition

   Pratik Mazumder, Pravendra Singh, and Vinay P Namboodiri

   In IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), 2020

   Bib

   @inproceedings{2020_icassp_mazumder_cpwc,
     title = {CPWC: Contextual Point Wise Convolution for Object Recognition},
     author = {Mazumder, Pratik and Singh, Pravendra and Namboodiri, Vinay P},
     booktitle = {IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP)},
     pages = {3252--3256},
     year = {2020}
   }

5. Accuracy Booster: Performance Boosting using Feature Map Re-calibration

   Pravendra Singh, Pratik Mazumder, and Vinay P Namboodiri

   In IEEE/CVF Winter Conference on Applications of Computer Vision (WACV), 2020

   Bib

   @inproceedings{2020_wacv_singh_accuracy,
     title = {Accuracy Booster: Performance Boosting using Feature Map Re-calibration},
     author = {Singh, Pravendra and Mazumder, Pratik and Namboodiri, Vinay P},
     booktitle = {IEEE/CVF Winter Conference on Applications of Computer Vision (WACV)},
     pages = {1374--1383},
     year = {2020}
   }