Balatro card enhancement detection

YOLO11n detector for base and eight card enhancements. This model is part of the Project AIRI game-playing work.

Files

model.pt: Ultralytics/PyTorch checkpoint.
onnx/model.onnx: fixed-shape ONNX export at 640 px.
docs/: training curves, confusion matrices, and prediction examples.

Independent test split

Metric	Value
Precision	0.997669
Recall	0.994637
mAP50	0.994959

The train/validation/test split is grouped by generated game round. Metrics describe the Mod-generated distribution and are not a claim of identical accuracy on arbitrary live captures.

Prediction examples

Batch 0	Batch 1	Batch 2

Training diagnostics

License

MIT.

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