Thanks for the contribution of my teammates @AlvinAi96 and @Leonrain-Liu. For more information, please visit 复盘总结
- competition link: NFL Health & Safety - Helmet Assignment
- competition dataset: Dataset
- competition task: In this competition, you’ll identify and assign football players’ helmets from video footage. In particular, you'll create algorithms capable of assigning detected helmet impacts to correct players via tracking information.
$ pip install easydict
$ sudo apt-get install ffmpeg- A frame edge cropping method to remove the interference of the players and spectators outside the court
- Camera position prediction methods
- Sideline camera position prediction by rotating mapping on the original and another-side ngs tracking
- Endzone camera position prediction by Jersey number plate recognition with OCR
- X/Y axis rotating mapping selection
- Dual deepsort trackers on helmets and players fusion strategy
- Sideline camera position: correct 59/60 total videos
- Endzone camera position: correct 51/60 total videos
- XY mapping 24 validation videos: 0.23
- deepsort postprocessing and fusion: 0.529