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portfolio
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publications
APPLeNet: Visual Attention Parameterized Prompt Learning for Few-Shot Remote Sensing Image Generalization using CLIP
Published in IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops, 2023
Recommended citation: @inproceedings{singha2023applenet, title={Applenet: Visual attention parameterized prompt learning for few-shot remote sensing image generalization using clip}, author={Singha, Mainak and Jha, Ankit and Solanki, Bhupendra and Bose, Shirsha and Banerjee, Biplab}, booktitle={Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition}, year={2023} }
HAVE-Net: Hallucinated Audio-Visual Embeddings for Few-Shot Classification with Unimodal Cues
Published in European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases (ECML-PKDD) Workshops, 2023
AD-CLIP: Adapting Domains in Prompt Space Using CLIP
Published in IEEE/CVF International Conference on Computer Vision (ICCV) Workshops, 2023
GOPro: Generate and Optimize Prompts in CLIP using Self-Supervised Learning
Published in British Machine Vision Conference (BMVC), 2023
C-SAW: Self-Supervised Prompt Learning for Image Generalization in Remote Sensing
Published in Indian Conference on Computer Vision, Graphics and Image Processing (ICVGIP), 2023
Recommended citation: @inproceedings{bhattacharya2023c, title={C-SAW: Self-Supervised Prompt Learning for Image Generalization in Remote Sensing}, author={Bhattacharya, Avigyan and Singha, Mainak and Jha, Ankit and Banerjee, Biplab}, booktitle={Proceedings of the Fourteenth Indian Conference on Computer Vision, Graphics and Image Processing}, pages={1--10}, year={2023} }
STYLIP: Multi-Scale Style-Conditioned Prompt Learning for CLIP-Based Domain Generalization
Published in IEEE/CVF Winter Conference on Applications of Computer Vision (WACV), 2024
Recommended citation: @inproceedings{bose2024stylip, title={Stylip: Multi-scale style-conditioned prompt learning for clip-based domain generalization}, author={Bose, Shirsha and Jha, Ankit and Fini, Enrico and Singha, Mainak and Ricci, Elisa and Banerjee, Biplab}, booktitle={Proceedings of the IEEE/CVF Winter Conference on Applications of Computer Vision}, pages={5542--5552}, year={2024} }
Unknown Prompt, the only Lacuna: Unveiling CLIP’s Potential for Open Domain Generalization
Published in IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR), 2024
talks
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Conference Proceeding talk 3 on Relevant Topic in Your Field
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teaching
Autumn 2022: GNR 638
Course for Undergraduates, Postgraduates and PhD, IIT Bombay, 2022
Course Name : Machine Learning for Remote Sensing-II
Spring 2023: GNR 602
Course for Undergraduates, Postgraduates and PhD, IIT Bombay, 2022
Course Name : Advanced Satellite Image Processing
Spring 2023: GNR 652
Course for Undergraduates, Postgraduates and PhD, IIT Bombay, 2023
Course Name : Machine Learning for Remote Sensing-I