Vision Classification Competition Template

Overview

Reusable PyTorch template for image-based classification challenges. Supports:

• Multi-seed training
• Calibration (temperature + threshold)
• Plug-and-play inference
• CPU-safe deployment

Folder Structure

code/ → inference + model training/ → training & evaluation save/ → trained weights data/ → dataset

Training

python training/train.py

Evaluation

python training/evaluate.py

Inference

import inference
preds = inference.predict(batch)

Notes

• code/inference.py follows automated evaluation contracts
• No manual preprocessing required