NiceShot AI Detects Key Gameplay Events
NiceShot AI is a Python computer-vision tool that analyzes Call of Duty: Black Ops 6 gameplay videos using YOLOv8n, OpenCV and FFmpeg to detect kill, death and medal pop-up events and automatically clip them. It supports kill-streak concatenation, best-kill extraction, 16:9 and vertical exports, bulk Twitch-channel analysis, CSV timestamp exports, and provides installation and usage instructions including a downloadable YOLO model and FFmpeg requirements.
Key Points
- 1Detects kill, death, and medal events using fine-tuned YOLOv8n on BO6 gameplay
- 2Uses RapidOCR, FFmpeg and frame-skipping to reduce false clips and improve temporal accuracy
- 3Generates exportable highlight reels and CSV timestamps enabling bulk analysis and downstream workflows
Scoring Rationale
Practical, ready-to-run computer-vision tool with clear usage, but limited novelty and specialized to Call of Duty gameplay.
Sources
Public references used for this report.
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