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Malitha Gunawardhana

3 accepted papers

2024

Towards Generalizing to Unseen Domains with Few Labels

CVPR 2024poster

We approach the challenge of addressing semi-supervised domain generalization (SSDG). Specifically our aim is to obtain a model that learns domain-generalizable features by leveraging a limited subset of labelled data alongside a substantially larger pool of unlabeled data. Existing domain generaliz…

2024

Why Not Use Your Textbook? Knowledge-Enhanced Procedure Planning of Instructional Videos

CVPR 2024poster

In this paper we explore the capability of an agent to construct a logical sequence of action steps thereby assembling a strategic procedural plan. This plan is crucial for navigating from an initial visual observation to a target visual outcome as depicted in real-life instructional videos. Existin…

2023

Multiclass Confidence and Localization Calibration for Object Detection

CVPR 2023poster

Albeit achieving high predictive accuracy across many challenging computer vision problems, recent studies suggest that deep neural networks (DNNs) tend to make overconfident predictions, rendering them poorly calibrated. Most of the existing attempts for improving DNN calibration are limited to cla…