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David Edward Carlyn

2 accepted papers

2024

A Simple Interpretable Transformer for Fine-Grained Image Classification and Analysis

ICLR 2024poster

We present a novel usage of Transformers to make image classification interpretable. Unlike mainstream classifiers that wait until the last fully connected layer to incorporate class information to make predictions, we investigate a proactive approach, asking each class to search for itself in an im…

2024

BioCLIP: A Vision Foundation Model for the Tree of Life

CVPR 2024poster

Images of the natural world collected by a variety of cameras from drones to individual phones are increasingly abundant sources of biological information. There is an explosion of computational methods and tools particularly computer vision for extracting biologically relevant information from imag…