kaggle cowboy
8th:[Training]MMDetection+CascadeRCNN+Weight&Bias
Cowboy outfits detection MMDetection+CascadeRCNN+Weight&Bias
References:
- Some amazing notebooks on MMdetection from Sreevishnu Damodaran
- https://www.kaggle.com/c/cowboyoutfits/discussion/254656
- https://www.kaggle.com/c/cowboyoutfits/discussion/254354
Preparation of MMDetection Config
sixxtools/split_dataset_sixx copy.py
다운로드 checkpoint
General Training Settings
Configure Datasets for Training and Evaluation
Setting Metric for Evaluation
Prepare the Pre-processing & Augmentation Pipelines
또 다른 데이터 Augmentation 전략을 선택할수 있다.
WandB(Weights & Biases) Integration
Experiment Tracking 과 Logging을 위해 WandB와 연결함.
Training and Evaluation
Experiment Tracking and Logging with Weights & Biases
Inference
Inference and Visualize Output