ultralytics 8.2.92

v8.2.92 - `ultralytics 8.2.92` vertical `line` counter fix (#16163)

on Python PyPI

🌟 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 #16199
• Distance calculation docs fix by @RizwanMunawar in #16220
• Update more/missing type qualifiers to lowercase MkDocs admonitions by @jk4e in #16215
• Add https://youtu.be/Tt_35YnQ9uk to docs by @RizwanMunawar in #16214
• Update TwoWayTransformer Docs. by @JasonG98 in #16161
• Fixed failing greetings CI by @ambitious-octopus in #16223
• bbox and masks coloring based on track-ids by @RizwanMunawar in #16073
• Non-Deterministic Training Despite deterministic=True by @ambitious-octopus in #15961
• ultralytics 8.2.92 vertical line counter fix by @CharanPrasadK in #16163

New Contributors

• @JasonG98 made their first contribution in #16161

Full Changelog: v8.2.91...v8.2.92