Mainak Singha

According to our database, Mainak Singha authored at least 27 papers between 2023 and 2026.

Collaborative distances:

• Dijkstra number of four.
• Erdős number of four.

2026

BioVLM: Routing Prompts, Not Parameters, for Cross-Modality Generalization in Biomedical VLMs.

Mainak Singha, Tanisha Gupta, Ankit Jha, Muhammad Haris Khan, Sayantani Ghosh, Biplab Banerjee

CoRR, April, 2026

GeoMeld: Toward Semantically Grounded Foundation Models for Remote Sensing.

Maram Hasan, Md Aminur Hossain, Savitra Roy, Souparna Bhowmik, Ayush V. Patel, Mainak Singha, Subhasis Chaudhuri, Muhammad Haris Khan, Biplab Banerjee

CoRR, April, 2026

CLIPoint3D: Language-Grounded Few-Shot Unsupervised 3D Point Cloud Domain Adaptation.

Mainak Singha, Sarthak Mehrotra, Paolo Casari, Subhasis Chaudhuri, Elisa Ricci, Biplab Banerjee

CoRR, February, 2026

bi-modal textual prompt learning for vision-language models in remote sensing.

Pankhi Kashyap, Mainak Singha, Biplab Banerjee

CoRR, January, 2026

MMLGNet: Cross-Modal Alignment of Remote Sensing Data using CLIP.

Aditya Chaudhary, Sneha Barman, Mainak Singha, Ankit Jha, Girish Mishra, Biplab Banerjee

CoRR, January, 2026

SDHSI-Net: Learning Better Representations for Hyperspectral Images via Self-Distillation.

Prachet Dev Singh, Shyamsundar Paramasivam, Sneha Barman, Mainak Singha, Ankit Jha, Girish Mishra, Biplab Banerjee

CoRR, January, 2026

Reconstruction Guided Few-shot Network For Remote Sensing Image Classification.

Mohit Jaiswal, Naman Jain, Shivani Pathak, Mainak Singha, Nikunja Bihari Kar, Ankit Jha, Biplab Banerjee

CoRR, January, 2026

2025

How (Mis)calibrated is Your Federated CLIP and What To Do About It?

Mainak Singha, Masih Aminbeidokhti, Paolo Casari, Elisa Ricci, Subhankar Roy

CoRR, December, 2025

Detecting AI Hallucinations in Finance: An Information-Theoretic Method Cuts Hallucination Rate by 92%.

Mainak Singha

CoRR, December, 2025

Learning Under Laws: A Constraint-Projected Neural PDE Solver that Eliminates Hallucinations.

Mainak Singha

CoRR, November, 2025

FedMVP: Federated Multi-modal Visual Prompt Tuning for Vision-Language Models.

Mainak Singha, Subhankar Roy, Sarthak Mehrotra, Ankit Jha, Moloud Abdar, Biplab Banerjee, Elisa Ricci

CoRR, April, 2025

Towards molecular structure discovery from cryo-ET density volumes via modelling auxiliary semantic prototypes.

Ashwin R. Nair, Xingjian Li, Bhupendra Solanki, Souradeep Mukhopadhyay, Ankit Jha, Mostofa Rafid Uddin, Mainak Singha, Biplab Banerjee, Min Xu

Briefings Bioinform., January, 2025

Meta-Learning to Teach Semantic Prompts for Open Domain Generalization in Vision-Language Models.

Shirsha Bose, Mainak Singha, Ankit Jha, Souradeep Mukhopadhyay, Biplab Banerjee

Trans. Mach. Learn. Res., 2025

RS3Lip: Consistency for remote sensing image classification on part embeddings using self-supervised learning and CLIP.

Ankit Jha, Mainak Singha, Avigyan Bhattacharya, Biplab Banerjee

Comput. Vis. Image Underst., 2025

FedMVP: Federated Multimodal Visual Prompt Tuning for Vision-Language Models.

Mainak Singha, Subhankar Roy, Sarthak Mehrotra, Ankit Jha, Moloud Abdar, Biplab Banerjee, Elisa Ricci

Proceedings of the IEEE/CVF International Conference on Computer Vision, 2025

OSLoPrompt: Bridging Low-Supervision Challenges and Open-Set Domain Generalization in CLIP.

Mohamad Hassan N C, Divyam Gupta, Mainak Singha, Sai Bhargav Rongali, Ankit Jha, Muhammad Haris Khan, Biplab Banerjee

Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition, 2025

2024

StyLIP: Multi-Scale Style-Conditioned Prompt Learning for CLIP-based Domain Generalization.

Shirsha Bose, Ankit Jha, Enrico Fini, Mainak Singha, Elisa Ricci, Biplab Banerjee

Proceedings of the IEEE/CVF Winter Conference on Applications of Computer Vision, 2024

GraphVL: Graph-Enhanced Semantic Modeling via Vision-Language Models for Generalized Class Discovery✱.

Bhupendra Solanki, Ashwin R. Nair, Mainak Singha, Souradeep Mukhopadhyay, Ankit Jha, Biplab Banerjee

Proceedings of the Fifteenth Indian Conference on Computer Vision Graphics and Image Processing, 2024

Elevating All Zero-Shot Sketch-Based Image Retrieval Through Multimodal Prompt Learning.

Mainak Singha, Ankit Jha, Divyam Gupta, Pranav Singla, Biplab Banerjee

Proceedings of the Computer Vision - ECCV 2024, 2024

Unknown Prompt, the only Lacuna: Unveiling CLIP's Potential for Open Domain Generalization.

Mainak Singha, Ankit Jha, Shirsha Bose, Ashwin R. Nair, Moloud Abdar, Biplab Banerjee

Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition, 2024

CDAD-Net: Bridging Domain Gaps in Generalized Category Discovery.

Sai Bhargav Rongali, Sarthak Mehrotra, Ankit Jha, Mohamad Hassan N C, Shirsha Bose, Tanisha Gupta, Mainak Singha, Biplab Banerjee

Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition, 2024

COSMo: CLIP Talks on Open-Set Multi-Target Domain Adaptation.

Munish Monga, Sachin Kumar Giroh, Ankit Jha, Mainak Singha, Biplab Banerjee, Jocelyn Chanussot

Proceedings of the 35th British Machine Vision Conference, 2024

2023

HAVE-Net: Hallucinated Audio-Visual Embeddings for Few-Shot Classification with Unimodal Cues.

Ankit Jha, Debabrata Pal, Mainak Singha, Naman Agarwal, Biplab Banerjee

Proceedings of the Machine Learning and Principles and Practice of Knowledge Discovery in Databases, 2023

C-SAW: Self-Supervised Prompt Learning for Image Generalization in Remote Sensing.

Avigyan Bhattacharya, Mainak Singha, Ankit Jha, Biplab Banerjee

Proceedings of the Fourteenth Indian Conference on Computer Vision, 2023

AD-CLIP: Adapting Domains in Prompt Space Using CLIP.

Mainak Singha, Harsh Pal, Ankit Jha, Biplab Banerjee

Proceedings of the IEEE/CVF International Conference on Computer Vision, 2023

APPLeNet: Visual Attention Parameterized Prompt Learning for Few-Shot Remote Sensing Image Generalization using CLIP.

Mainak Singha, Ankit Jha, Bhupendra Solanki, Shirsha Bose, Biplab Banerjee

Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition, 2023

GOPro: Generate and Optimize Prompts in CLIP using Self-Supervised Learning.

Mainak Singha, Ankit Jha, Biplab Banerjee

Proceedings of the 34th British Machine Vision Conference 2023, 2023