Search Results for author: Pranav Mantini

Found 5 papers, 2 papers with code

Data Quality Aware Approaches for Addressing Model Drift of Semantic Segmentation Models

no code implementations11 Feb 2024 Samiha Mirza, Vuong D. Nguyen, Pranav Mantini, Shishir K. Shah

In the midst of the rapid integration of artificial intelligence (AI) into real world applications, one pressing challenge we confront is the phenomenon of model drift, wherein the performance of AI models gradually degrades over time, compromising their effectiveness in real-world, dynamic environments.

Image Quality Assessment Semantic Segmentation

Attention-based Shape and Gait Representations Learning for Video-based Cloth-Changing Person Re-Identification

no code implementations6 Feb 2024 Vuong D. Nguyen, Samiha Mirza, Pranav Mantini, Shishir K. Shah

Our ASGL framework improves Re-ID performance under clothing variations by learning clothing-invariant gait cues using a Spatial-Temporal Graph Attention Network (ST-GAT).

Cloth-Changing Person Re-Identification Graph Attention +1

A Survey of Feature Types and Their Contributions for Camera Tampering Detection

no code implementations11 Oct 2023 Pranav Mantini, Shishir K. Shah

We formulate tampering detection as a time series analysis problem, and design experiments to study the robustness and capability of various feature types.

Change Detection Time Series +1

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