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deeplabv3plus_stride16_rate24's Introduction

Deeplabv3plus_stride16_rate24

  • stride (16->8) aspp rate 변화

Screenshot from 2021-06-21 14-38-55

Download Dataset

위성영상 객체 판독

데이터 구성

/data
	/SIA
		/multi
			/gtFine
				/train
				/val
			/leftImg8bit
				/train
				/val

gtFine : label
leftImg8bit : image

Requirements

pip install -r requirements.txt

Visdom

visdom -port 28333

Buildings train

python main_sia_3.py --model deeplabv3plus_mobilenet --separable_conv --dataset satellites --enable_vis --vis_port 28333 --gpu_id 0  --lr 0.1  --crop_size 512 --batch_size 8 --output_stride 8 --data_root ./datasets/data/SIA/buildings

Screenshot from 2021-06-21 14-39-06

Roads train

python main_sia_3.py --model deeplabv3plus_mobilenet --separable_conv --dataset satellites --enable_vis --vis_port 28333 --gpu_id 0  --lr 0.1  --crop_size 512 --batch_size 8 --output_stride 8 --data_root ./datasets/data/SIA/roads

Screenshot from 2021-06-21 14-39-11

multi train

python main_sia_3.py --model deeplabv3plus_mobilenet --separable_conv --dataset satellites_multi --enable_vis --vis_port 28333 --gpu_id 0  --lr 0.1  --crop_size 512 --batch_size 8 --output_stride 8 --data_root ./datasets/data/SIA/multi

Screenshot from 2021-06-21 14-39-16

deeplabv3plus_stride16_rate24's People

Contributors

isaactips avatar

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