Wang-Xiaodong1899 / DADM

Domian Adaptation via Diffusion Models

DADM

Domain Adaptation via Diffusion Models

data synthesis

office-home

a trash can of product style

office-31

a trash can of webcam style

command

we set everything aligned with BNM. python da_home.py --dset office --lr 0.001 --net resnet50 --gpu_id 3 --batch_size 36 --base SourceOnly --method ENT --interval 6 --max_it 6000 --warm_up 3000

python da_home.py --dset office-home --net resnet50 --gpu_id 5 --batch_size 36 --base SourceOnly --method ENT --interval 6 --warm_up 0 --max_it 6000

class info

office-31

['back pack', 'bike', 'bike helmet', 'bookcase', 'bottle', 'calculator', 'desk chair', 'desk lamp', 'desktop computer', 'file cabinet', 'headphones', 'keyboard', 'laptop computer', 'letter tray', 'mobile phone', 'monitor', 'mouse', 'mug', 'paper notebook', 'pen', 'phone', 'printer', 'projector', 'punchers', 'ring binder', 'ruler', 'scissors', 'speaker', 'stapler', 'tape dispenser', 'trash can']