talmolab / sleap

A deep learning framework for multi-animal pose tracking.
https://sleap.ai
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(3b -> 3a) Add method to get single instance permutations #1586

Closed roomrys closed 10 months ago

roomrys commented 1 year ago

Description

This PR adds a method to get single instance permutations across views (as hypotheses for the selected instance).

Design Decision: Missing Instances ~(To Be Implemented)~

~How do we handle the case when the selected instance is not in all views? We would want to create permutations that allow for empty instances in those views. We could essentially create sub-permutations by removing 1 view, then 2 views, and so on until there is only 2 views in the hypothesized frame. We would still need some error threshold to determine whether there is only a single selected instance across views. This will definitely increase the cost and complicate things.~

Update: We opted to add dummy instances for hypothesis testing. Furthermore, higher up in the stacked PRs (#1618), we add an InstanceGroup class to hold all Instances which are the same Instance but across views. Even higher up in the stacked PRs (#1165), we add a FrameGroup class which holds all LabeledFrames that are the same LabeledFrame across views. FrameGroup also manages all InstanceGroups for that temporal frame_idx, including hypothesis generation for "unlocked" Instances (i.e. Instances that are not in a locked InstanceGroup, not assigned/verified by the user).

Types of changes

Does this address any currently open issues?

[list open issues here]

Outside contributors checklist

Thank you for contributing to SLEAP!

:heart:

Summary by CodeRabbit

coderabbitai[bot] commented 1 year ago

Walkthrough

The codebase has been updated to include several changes. The TriangulateSession class in the commands.py file now utilizes the itertools.permutations and itertools.product imports. Additionally, new static methods have been added to the TriangulateSession class for calculating reprojection errors and grouping instances and coordinates. The test suite in test_commands.py has been expanded to accommodate these changes and to update existing test functions for the TriangulateSession class.

Changes

File Path Summary
sleap/gui/commands.py - Added the itertools.permutations and itertools.product imports
- Modified the do_action method to use the new TriangulateSession method
- Adjusted the verify_views_and_instances method to use the new TriangulateSession method
- Added several new static methods in the TriangulateSession class for calculating reprojection errors and grouping instances and coordinates
tests/gui/test_commands.py - Updated test_triangulate_session and test_triangulate_session_get_permutations_of_instances test functions
- Added new test functions for TriangulateSession.get_products_of_instances, TriangulateSession.calculate_error_per_frame, and TriangulateSession._get_instance_grouping
- Updated test_triangulate_session_get_and_verify_enough_instances function to handle frame_idx instead of frame_inds and removed assertions related to the track parameter
- Updated test_triangulate_session_update_instances function to pass instances_and_coordinates[0] to the TriangulateSession.update_instances method

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New methods and tests, in the code's nests, πŸ§ͺ

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roomrys commented 1 year ago

@coderabbitai review

codecov[bot] commented 12 months ago

Codecov Report

Attention: 12 lines in your changes are missing coverage. Please review.

Comparison is base (9020afb) 73.76% compared to head (8267345) 73.81%.

Files Patch % Lines
sleap/gui/commands.py 86.36% 12 Missing :warning:
Additional details and impacted files ```diff @@ Coverage Diff @@ ## liezl/add-method-to-match-instances-across-views #1586 +/- ## ==================================================================================== + Coverage 73.76% 73.81% +0.05% ==================================================================================== Files 135 135 Lines 24557 24636 +79 ==================================================================================== + Hits 18115 18186 +71 - Misses 6442 6450 +8 ```

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