546 citations · 740 across the 23 of their papers we have counts for
26 papers
Joint Audio-Visual Idling Vehicle Detection with Streamlined Input Dependencies
Xiwen Li, Rehman Mohammed, Tristalee Mangin +4
Idling vehicle detection (IVD) can be helpful in monitoring and reducing unnecessary idling and can be integrated into real-time systems to address the resulting pollution and harm…
Analyzing the Domain Shift Immunity of Deep Homography Estimation
Mingzhen Shao, Tolga Tasdizen, Sarang Joshi
Homography estimation serves as a fundamental technique for image alignment in a wide array of applications. The advent of convolutional neural networks has introduced learning-bas…
Localization supervision of chest x-ray classifiers using label-specific eye-tracking annotation
Ricardo Bigolin Lanfredi, Joyce D. Schroeder, Tolga Tasdizen
Convolutional neural networks (CNNs) have been successfully applied to chest x-ray (CXR) images. Moreover, annotated bounding boxes have been shown to improve the interpretability…
Stain Based Contrastive Co-training for Histopathological Image Analysis
Bodong Zhang, Beatrice Knudsen, Deepika Sirohi +2
We propose a novel semi-supervised learning approach for classification of histopathology images. We employ strong supervision with patch-level annotations combined with a novel co…
Adversarially Robust Classification by Conditional Generative Model Inversion
Mitra Alirezaei, Tolga Tasdizen
Most adversarial attack defense methods rely on obfuscating gradients. These methods are successful in defending against gradient-based attacks; however, they are easily circumvent…
Comparing radiologists' gaze and saliency maps generated by interpretability methods for chest x-rays
Ricardo Bigolin Lanfredi, Ambuj Arora, Trafton Drew +2
The interpretability of medical image analysis models is considered a key research field. We use a dataset of eye-tracking data from five radiologists to compare the outputs of int…