no code implementations • CVPR 2022 • Scott Workman, M. Usman Rafique, Hunter Blanton, Nathan Jacobs
We introduce a novel architecture for near/remote sensing that is based on geospatial attention and demonstrate its use for five segmentation tasks.
no code implementations • ICCV 2021 • Scott Workman, Hunter Blanton
We propose an end-to-end architecture for depth estimation that uses geospatial context to infer a synthetic ground-level depth map from a co-located overhead image, then fuses it inside of an encoder/decoder style segmentation network.
no code implementations • 22 Dec 2020 • Hunter Blanton, Scott Workman, Nathan Jacobs
Direct methods, such as PoseNet, regress pose from the image as a fixed function, for example using a feed-forward convolutional network.
1 code implementation • 30 Nov 2020 • Xin Xing, Gongbo Liang, Hunter Blanton, Muhammad Usman Rafique, Chris Wang, Ai-Ling Lin, Nathan Jacobs
We propose to apply a 2D CNN architecture to 3D MRI image Alzheimer's disease classification.
no code implementations • 29 Jul 2020 • Scott Workman, M. Usman Rafique, Hunter Blanton, Connor Greenwell, Nathan Jacobs
A primary challenge in developing algorithms for identifying such artifacts is the cost of collecting annotated training data.
no code implementations • 14 Jun 2020 • Armin Hadzic, Hunter Blanton, Weilian Song, Mei Chen, Scott Workman, Nathan Jacobs
Roadway free-flow speed captures the typical vehicle speed in low traffic conditions.
no code implementations • 27 Feb 2020 • Yu Zhang, Xiaoqin Wang, Hunter Blanton, Gongbo Liang, Xin Xing, Nathan Jacobs
Automated methods for breast cancer detection have focused on 2D mammography and have largely ignored 3D digital breast tomosynthesis (DBT), which is frequently used in clinical practice.
no code implementations • 27 Feb 2020 • Gongbo Liang, Xiaoqin Wang, Yu Zhang, Xin Xing, Hunter Blanton, Tawfiq Salem, Nathan Jacobs
Breast cancer is the malignant tumor that causes the highest number of cancer deaths in females.
no code implementations • 16 Sep 2019 • Tawfiq Salem, Connor Greenwell, Hunter Blanton, Nathan Jacobs
Looking at the world from above, it is possible to estimate many properties of a given location, including the type of land cover and the expected land use.
no code implementations • 24 Jun 2019 • Weilian Song, Tawfiq Salem, Hunter Blanton, Nathan Jacobs
We propose an automated method to estimate a road segment's free-flow speed from overhead imagery and road metadata.