Detecting Flies with Pose Estimation

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Detecting Flies with Pose Estimation Log

Abstract

Building the Training Dataset

Ground Truth

Conchi, Pietro, Panna jointly annotated 426 frames in Anchovi for a total of 4254 flies. The ground truth is located in /scratch/cfernan/newFrames. The flies were annotated with ellipses, which can be parameterized by: (x,\theta,s). x - 2D location, \theta - orientation, s - 2D scale (only using the major axis component for now).

Positive Examples

Sample images:

Negative Examples

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References

[1] F. Fleuret and D. Geman. Coarse-to-fine Face Detection. International Journal of Computer Vision (IJCV), 41(1/2):85-107, 2001.

[2] F. Fleuret and D. Geman. Fast Face Detection with Precise Pose Estimation. In Proceedings of the IEEE International Conference on Pattern Recognition (ICPR), volume 1, pages 235-238, 2002.