bubbliiiing/yolov8-pytorch

Health v2 · maintenance only

Adoption not part of the score

1005 stars · 110 forks observed · 2026-09-03

What it is AI-extracted, prompt v1, taxonomy v1, 2026-08-30, confidence not recorded

A PyTorch implementation of the YOLOv8 object detection model with training, prediction, and evaluation scripts. It supports training on custom VOC-format datasets and provides pretrained COCO weights.

Use cases

• train yolov8 on my own dataset
• object detection in pytorch
• detect objects in images with pretrained weights
• fine-tune yolo on custom data
• evaluate object detection mAP on COCO
• convert annotations to VOC format for training

When to choose

• you want a readable, educational PyTorch implementation of YOLOv8
• you need to train object detection on custom VOC-format datasets
• you want multi-GPU training, EMA, and mixed precision support in a simple codebase

When to avoid

• you need the official Ultralytics tooling, ecosystem, and export formats
• you require production-grade maintenance and frequent updates
• you need a non-PyTorch framework or non-GPL license

Facets

library · maturity maintenance

machine-learning deep-learning computer-vision image-processing computer-vision deep-learning machine-learning image-processing python cross-platform yolov8 object-detection pytorch custom-dataset-training model-training gpu

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