Search Results for author: Sanoojan Baliah

Found 4 papers, 3 papers with code

Towards Generalizing to Unseen Domains with Few Labels

1 code implementation18 Mar 2024 Chamuditha Jayanga Galappaththige, Sanoojan Baliah, Malitha Gunawardhana, Muhammad Haris Khan

Existing domain generalization (DG) methods which are unable to exploit unlabeled data perform poorly compared to semi-supervised learning (SSL) methods under SSDG setting.

Domain Generalization Pseudo Label +1

Unsupervised Landmark Discovery Using Consistency Guided Bottleneck

1 code implementation19 Sep 2023 Mamona Awan, Muhammad Haris Khan, Sanoojan Baliah, Muhammad Ahmad Waseem, Salman Khan, Fahad Shahbaz Khan, Arif Mahmood

In the current work, we introduce a consistency-guided bottleneck in an image reconstruction-based pipeline that leverages landmark consistency, a measure of compatibility score with the pseudo-ground truth to generate adaptive heatmaps.

Image Reconstruction

Exploring the Transfer Learning Capabilities of CLIP in Domain Generalization for Diabetic Retinopathy

1 code implementation27 Aug 2023 Sanoojan Baliah, Fadillah A. Maani, Santosh Sanjeev, Muhammad Haris Khan

In this study, we investigate CLIP's transfer learning capabilities and its potential for cross-domain generalization in diabetic retinopathy (DR) classification.

Classification Domain Generalization +1

Dynamic Template Initialization for Part-Aware Person Re-ID

no code implementations24 Aug 2022 Kalana Abeywardena, Shechem Sumanthiran, Sanoojan Baliah, Nadarasar Bahavan, Nalith Udugampola, Ajith Pasqual, Chamira Edussooriya, Ranga Rodrigo

Many of the existing Person Re-identification (Re-ID) approaches depend on feature maps which are either partitioned to localize parts of a person or reduced to create a global representation.

Person Re-Identification

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