Active Learning and uvgan for Semi Supervised Semantic Segmentation in Satellite Images
- Download the images and classification labels for the UC Merced Land Use Classification Dataset here
- Download the semantic segmentation labels for the UC Merced Land Use Classification Dataset (DLSRD Dataset) here
Training the Active Learner
python train_AL.py --dataset-name UCM
--query-strategy margin
--random-scale
--random-mirror
--data-dir ./tar/Images
--data-list ./train/image_list
--labeled-ratio 0.5
--model-name res50
--num-classes 21
--learning-rate 0.001
--num-epochs 50
--alpha alpha
--beta beta