Search Results for author: Suzanne Stathatos

Found 4 papers, 2 papers with code

Align and Distill: Unifying and Improving Domain Adaptive Object Detection

1 code implementation18 Mar 2024 Justin Kay, Timm Haucke, Suzanne Stathatos, Siqi Deng, Erik Young, Pietro Perona, Sara Beery, Grant van Horn

We address these problems by introducing: (1) A unified benchmarking and implementation framework, Align and Distill (ALDI), enabling comparison of DAOD methods and supporting future development, (2) A fair and modern training and evaluation protocol for DAOD that addresses benchmarking pitfalls, (3) A new DAOD benchmark dataset, CFC-DAOD, enabling evaluation on diverse real-world data, and (4) A new method, ALDI++, that achieves state-of-the-art results by a large margin.

Benchmarking object-detection +2

Teaching Computer Vision for Ecology

no code implementations5 Jan 2023 Elijah Cole, Suzanne Stathatos, Björn Lütjens, Tarun Sharma, Justin Kay, Jason Parham, Benjamin Kellenberger, Sara Beery

Computer vision can accelerate ecology research by automating the analysis of raw imagery from sensors like camera traps, drones, and satellites.

Conservation Tools: The Next Generation of Engineering--Biology Collaborations

no code implementations3 Jan 2023 Andrew Schulz, Cassie Shriver, Suzanne Stathatos, Benjamin Seleb, Emily Weigel, Young-Hui Chang, M. Saad Bhamla, David Hu, Joseph R. Mendelson III, .

The recent increase in public and academic interest in preserving biodiversity has led to the growth of the field of conservation technology.

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