no code implementations • 27 Nov 2023 • Avigyan Bhattacharya, Mainak Singha, Ankit Jha, Biplab Banerjee
To this end, we introduce C-SAW, a method that complements CLIP with a self-supervised loss in the visual space and a novel prompt learning technique that emphasizes both visual domain and content-specific features.
no code implementations • 5 Nov 2023 • Prathmesh Bele, Valay Bundele, Avigyan Bhattacharya, Ankit Jha, Gemma Roig, Biplab Banerjee
Single-source open-domain generalization (SS-ODG) addresses the challenge of labeled source domains with supervision during training and unlabeled novel target domains during testing.
no code implementations • 10 Jun 2022 • Samayan Bhattacharya, Sk Shahnawaz, Avigyan Bhattacharya
This is still a work in progress and so we abstain from including results in this paper.