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Sourabh Vasant Gothe

5 accepted papers

2026

ContextGraph: Lifelog Intelligence Framework for Contextual Subgraph Evolution

AAAI 2026technical

Lifelogging involves the continuous and comprehensive recording of a user’s daily activities, behaviors, and interactions, offering valuable insights for personalized healthcare, event retrieval, and lifestyle analysis. However, extracting meaningful patterns from lifelog data requires models to cap

Cited by 0SourcePDFScholar
2025

PhysID: Physics-based Interactive Dynamics from a Single-view Image

ICASSP 2025accepted

Transforming static images into interactive experiences remains a challenging task in computer vision. Tackling this challenge holds the potential to elevate mobile user experiences, notably through interactive and AR/VR applications. Current approaches aim to achieve this either using pre-recorded…

Cited by 0SourceScholar
2024

SAM-GEBD: Zero-Cost Approach for Generic Event Boundary Detection

ICASSP 2024accepted

Generic Event Boundary Detection (GEBD) [1] is a crucial task in video analysis, aiming to identify class-agnostic event boundaries. Traditional supervised or unsupervised methods for GEBD rely on expensive data annotation and time-consuming training, often leading to limited generalization across d…

Cited by 0SourceScholar
2023

Repetition Counting from Compressed Videos Using Sparse Residual Similarity

ICASSP 2023accepted

It is common for modern video codecs to reach triple digit compression ratios, which clearly shows the information redundancy and low information density of the ubiquitous RGB frame video representation. We propose an approach that directly utilizes the components of a compressed video for predictin…

Cited by 0SourceScholar
2023

Self-Similarity is all You Need for Fast and Light-Weight Generic Event Boundary Detection

ICASSP 2023accepted

The self-similarity matrix (SSM) is becoming more prevalent in temporal representation understanding; it has been utilized for various video understanding tasks, such as classifying human actions, counting repetitions, and identifying generic event boundaries. Recently proposed methods for Generic E…

Cited by 0SourceScholar