Research

Selected research papers across natural language processing and intelligent computer vision systems.

2025 · AutoML / Pipeline Optimization

First Author

Constraints and Heuristics: Leveraging Dataset Metadata for Efficient AutoML

Authors:Harsh Kakadiya, Juli Kyada, Kaushal Savaliya, Jalpesh Vasa

MetaFlow, a metadata-driven AutoML framework that selects models using dataset properties combined with heuristic and constraint rules to eliminate unpromising algorithms before training.

2024 · Data Annotation / Semi-supervised Learning

First Author

Automatic Face Image Labelling of Ethnicity, Emotion, Age, and Gender

Authors:Juli Kyada, Harsh Kakadiya, Khushi Donga, Nishant Koshti

View Details

An Automatic Facial Image Labeling System built upon semi-supervised learning methods using pre-trained models to accurately label facial attributes like ethnicity, emotion, age, and gender.

2025 · Video Understanding / Public Safety AI

First Author

A Real-Time Intelligent Video Surveillance Framework for Automated Violence Detection Using Advanced Deep Learning Architectures

Authors:Harsh Kakadiya, Kaushal Savaliya, Jalpesh Vasa

View Details

A real-time surveillance framework for automated violence detection using deep learning architectures (CNN-LSTM & Attention) tuned for fast and reliable scene-level threat recognition.