2 papers
cs.CV2026
Evaluating Contextual Bias in CNN Image Classification: Evidence from Agricultural Benchmark Datasets
Abhilekha Dalal, Michael Okonoda, Eder Martinez +1
Convolutional neural networks (CNNs) are typically evaluated using held-out classification accuracy, an approach that presupposes predictions are based primarily on the intended ob…
eess.IV2026
Unmasking Biases and Reliability Concerns in Convolutional Neural Networks Analysis of Cancer Pathology Images
Michael Okonoda, Eder Martinez, Abhilekha Dalal +1
Convolutional Neural Networks have shown promising effectiveness in identifying different types of cancer from radiographs. However, the opaque nature of CNNs makes it difficult to…