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🌟 Summary This release enhances the object counting functionality in Ultralytics with configurable counting directions, and improves code efficiency and readability. 📊 Key Changes Added a new parameter to set object counting directions ("left_to_right" or "right_to_left"). Updated counting logic to leverage the new direction attribute. Refined object counter visualization and class labeling. Minor code clean-ups, including removal of redundant components. 🎯 Purpose & Impact 🔄 Flexibility: Users can now customize the counting direction, making the feature more versatile across different scenarios. 🎯 Improved Accuracy: The directionality consideration minimizes miscounts, particularly in bidirectional flows. 🧹 Code Clarity: Streamlined codebase for better maintainability and readability, benefiting developers when further customizing or understanding the code. What's Changed Update merge-main-into-prs.yml by @glenn-jocher in https://github.com/ultralytics/ultralytics/pull/16199 Distance calculation docs fix by @RizwanMunawar in https://github.com/ultralytics/ultralytics/pull/16220 Update more/missing type qualifiers to lowercase MkDocs admonitions by @jk4e in https://github.com/ultralytics/ultralytics/pull/16215 Add https://youtu.be/Tt_35YnQ9uk to docs by @RizwanMunawar in https://github.com/ultralytics/ultralytics/pull/16214 Update TwoWayTransformer Docs. by @JasonG98 in https://github.com/ultralytics/ultralytics/pull/16161 Fixed failing greetings CI by @ambitious-octopus in https://github.com/ultralytics/ultralytics/pull/16223 bbox and masks coloring based on track-ids by @RizwanMunawar in https://github.com/ultralytics/ultralytics/pull/16073 Non-Deterministic Training Despite deterministic=True by @ambitious-octopus in https://github.com/ultralytics/ultralytics/pull/15961 ultralytics 8.2.92 vertical line counter fix by @CharanPrasadK in https://github.com/ultralytics/ultralytics/pull/16163 New Contributors @JasonG98 made their first contribution in https://github.com/ultralytics/ultralytics/pull/16161 Full Changelog: https://github.com/ultralytics/ultralytics/compare/v8.2.91...v8.2.92
If you use this software, please cite it using the metadata from this file.
| selected citations These citations are derived from selected sources. This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically). | 3 | |
| popularity This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network. | Top 10% | |
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| impulse This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network. | Average |
