Aditya's implemented papers
Here is a list of all my projects and hackthons.
Vision-based Fight Detection from Surveillance Cameras 🔗
Feb 2025 | CNN, LSTM, Attention
I re-implemented a research paper on fight detection in surveillance
videos using deep learning. The model combines Xception for spatial
feature extraction and Bi-LSTM with attention for capturing temporal
patterns across frames. After training on a fight/no-fight dataset,
my model achieved 70% accuracy, closely matching the paper’s best
results (69-72%). I tested it on real videos, adding OpenCV-based
visualizations for predictions.