python scripts/detection/faster_rcnn/train_faster_rcnn_se.py \
--network resnet50_v1b \
--dataset cityscape \
--with_teacher 1 \
--se_alpha 0.99 \
--teacher_aug 1 \
--num_teacher 1 \
--validate_resume 1 \
--use_se 1 \
--augmentation 0 \
--se_rpn_loss 0 \
--se_rcnn_loss 1.0 \
--fixed_conf_thres 0 \
--pretrained_base 1 \
--allow_missing 0 \
--ignore_extra 0 \
--pretrained_base_path "../models/" \
--train_patterns '.*dense|.*rpn|.*down4_conv|.*layers4_conv' \
--classes "person,rider,car,truck,bus,train,motorcycle,bicycle" \
--train_root ../data \
--val_root ../data \
--target_root ../data \
--train_split cityscape_train_full_data.txt \
--val_split cityscape_val_full_data_beta_0.02.txt \
--target_split cityscape_train_full_data_beta_0.02.txt \
--min_dataset_size -1 \
--num-workers 6 \
--gpus 0,1,2,3 \
--epochs 10 \
--start-epoch 0 \
--lr-decay 0.1 \
--lr-decay-epoch 6,8 \
--lr-warmup 100 \
--momentum 0.9 \
--log-interval 100 \
--save-interval 1 \
--val-interval 1 \
--seed 233 \
--student_se_loss 0 \
--teacher_agree 0 \
--similarity_weight 0.1 \
--similarity_distance_metric "l2" \
--similarity_metric "cosine" \
--similarity_feature "visual" \
--post_softmax 0 \
--inside_graph_loss_weight 0.1 \
--early_stop 0.25 \
--hybrid 0 \
--linear_conf 0 \
--base_conf_thres 0.98 \
--conf_decay_epoch 11 \
--wd 0.0005 \
--lr 0.0001 \
--resume "models-foggy/foggy_pretrain.params" \
--save-prefix models-foggy/ssd_1 \
--similarity_mask_with_equal_label 0 \
--distance_based_inside_graph 1
