Posts by Collection

project

Data-Challenge-2022-UB

Accurate intervention of suicidal ideation and behavior in depressed people can help them get the therapeutic help and care they need, which can save their lives in many scenarios. The goal is to precisely anticipate data in order to avert incidents such as suicide and to assist people in overcoming depression

E-wal

Payment Web Application

pneumonia_detector(Chest x_ray CNN)

This application uses artificial neural network as a filter to classify the image. The output of the neural network is scaled so as to get the proper sizes of the images that are classified and can be used by radiologists to predict the abnormality up to a great extent.

US Rent Price Prediction

The goal of the project is to analyze the rental postings across the United States and provide actionable insights to the users in form of graphs and intuitive user interface.

publications

Gesture Based Spatio-Temporal Representation Learning for Robust Fingerprint Presentation Attack Detection
Fingerprint Spoof Illustration

Published in 2024 IEEE 18th International Conference on Automatic Face and Gesture Recognition (FG) , 2024

  • Fingerprint spoof attacks are highly common and pose a significant threat to biometric security systems.
    - Existing methods primarily focus on image classification, ignoring the potential benefits of temporal learning.
    - The differences in the elastic properties of real versus fake fingerprints can be better detected through motion-induced gestures.
    - Widely used datasets lack temporal information, prompting the creation of a new dataset to explore distortion-based spoof detection.

Recommended citation: @inproceedings{sankaran2019representation, title={GestSpoof: Gesture Based Spatio-Temporal Representation Learning For Robust Fingerprint Presentation Attack Detection}, author={Bhavin Jawade, Shreeram Subramanya, Atharv Dabhade, Srirangaraj Setlur, Venu Govindaraju}, booktitle={2024, 18th IEEE International Conference on Automatic Face & Gesture Recognition (FG 2024)}, year={2024}, organization={IEEE} }
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research

GestSpoof - FG 2024

GestSpoof: Gesture Based Spatio-Temporal Representation Learning For Robust Fingerprint Presentation Attack Detection. - FG 2024