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Add references for the AA and TE scores (#118)
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msschwartz21 committed Mar 2, 2023
1 parent 5bee914 commit 5ec5110
Showing 1 changed file with 14 additions and 2 deletions.
16 changes: 14 additions & 2 deletions deepcell_tracking/metrics.py
Expand Up @@ -289,7 +289,13 @@ def calculate_association_accuracy(lineage_gt, lineage_res, cells_gt=[], cells_r
Defined as the number of true positive associations between cells divided by
the total number of ground truth associations. Associations are equivalent to
the edges that connect cells in a graph
the edges that connect cells in a graph. As described by:
- Hayashida, J., Nishimura, K., and Bise, R. (2020). MPM: Joint
Representation of Motion and Position Map for Cell Tracking. In 2020 IEEE/CVF
Conference on Computer Vision and Pattern Recognition (CVPR) (IEEE).
- Nishimura, K., Hayashida, J., Wang, C., Ker, D.F.E., and Bise, R. (2020).
Weakly-Supervised Cell Tracking via Backward-and-Forward Propagation. In
Computer Vision - ECCV 2020 Lecture Notes in Computer Science.
Args:
lineage_gt (dict): Ground truth lineages
Expand Down Expand Up @@ -340,7 +346,13 @@ def calculate_target_effectiveness(lineage_gt, lineage_res, cells_gt=[], cells_r
The TE measure considers the number of cell instances correctly associated within
a track with respect to the total number of cells in a track. Only the best possible
true positive score is recorded for each ground truth lineage
true positive score is recorded for each ground truth lineage As described by:
- Hayashida, J., Nishimura, K., and Bise, R. (2020). MPM: Joint
Representation of Motion and Position Map for Cell Tracking. In 2020 IEEE/CVF
Conference on Computer Vision and Pattern Recognition (CVPR) (IEEE).
- Nishimura, K., Hayashida, J., Wang, C., Ker, D.F.E., and Bise, R. (2020).
Weakly-Supervised Cell Tracking via Backward-and-Forward Propagation. In
Computer Vision - ECCV 2020 Lecture Notes in Computer Science.
Args:
lineage_gt (dict): Ground truth lineages
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