plot-adapter

PLOT-Adapter

This folder contains the implementation of the PLOT method on adpaters.

This code is built on top of Tip-Adapter.

Build Environment

Following PLOT-CoOp to build the evironment of CoOp. Then, you can install other packages of PLOT-Adapter by running pip install -r requirements.txt in current folder.

Install Dataset

Please follow the instructions DATASETS.md to construct the datasets.

Build Caches

Change the data root path in configs/dataset.yaml to your own path Please feel free to download the cached models here. Extract the pretrained models of each datasets and put them into caches folder, whose structure is

plot-adapter
|–– caches
|   |–– caltech101/
|   |   |–– shot1
|   |   |–– shot2
|   |   |–– shot4
|   |   |–– shot8
|   |   |–– shot16
|   |–– dtd/
|   |   |–– shot1
|   |   |–– shot2
|   |   |–– shot4
|   |   |–– shot8
|   |   |–– shot16

Run Scripts

For ImageNet dataset:

CUDA_VISIBLE_DEVICES=0,1,2,3 python main_imagenet.py --config configs/imagenet.yaml

For other 10 datasets:

CUDA_VISIBLE_DEVICES=0 python main.py --config configs/dataset.yaml