37 citations · 39 across the 2 of their papers we have counts for
4 papers
Identifying Audio Adversarial Examples via Anomalous Pattern Detection
Victor Akinwande, Celia Cintas, Skyler Speakman +1
Audio processing models based on deep neural networks are susceptible to adversarial attacks even when the adversarial audio waveform is 99.9% similar to a benign sample. Given the…
Analyzing Bias in Sensitive Personal Information Used to Train Financial Models
Reginald Bryant, Celia Cintas, Isaac Wambugu +2
Bias in data can have unintended consequences that propagate to the design, development, and deployment of machine learning models. In the financial services sector, this can resul…
Estimating Skin Tone and Effects on Classification Performance in Dermatology Datasets
Newton M. Kinyanjui, Timothy Odonga, Celia Cintas +4
Recent advances in computer vision and deep learning have led to breakthroughs in the development of automated skin image analysis. In particular, skin cancer classification models…
Smooth Grad-CAM++: An Enhanced Inference Level Visualization Technique for Deep Convolutional Neural Network Models
Daniel Omeiza, Skyler Speakman, Celia Cintas +1
Gaining insight into how deep convolutional neural network models perform image classification and how to explain their outputs have been a concern to computer vision researchers a…