Code for ICCV 2021 paper "Distilling Holistic Knowledge with Graph Neural Networks"

Last update: Dec 18, 2022

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Overview

HKD

Code for ICCV 2021 paper "Distilling Holistic Knowledge with Graph Neural Networks"

cifia-100 result

The implementation of compared methods are based on the author-provided code and a open-source benchmark https://github.com/HobbitLong/RepDistiller.

Installation

conda install --yes --file requirements.txt

Running

Fetch the pretrained teacher models by:
```
sh scripts/fetch_pretrained_teachers.sh
```
which will download and save the models to save/models

Run distillation by commands in scripts\run_cifar_distill.sh. An example of running HKD is given by:

python train_student.py --path_t ./save/models/resnet32x4_vanilla/ckpt_epoch_240.pth --distill hkd --model_s resnet8x4 -a 1 -b 3 --mode hkd --trial 1

Citation

The final version of the paper will also be released soon.

Owner

Wang Yucheng

It leads my burning heart to a dark side-road.

GitHub Repository

⚡ Fast • 🪶 Lightweight • 0️⃣ Dependency • 🔌 Pluggable • 😈 TLS interception • 🔒 DNS-over-HTTPS • 🔥 Poor Man's VPN • ⏪ Reverse & ⏩ Forward • 👮🏿 "Proxy Server" framework • 🌐 "Web Server" framework • ➵ ➶ ➷ ➠ "PubSub" framework • 👷 "Work" acceptor & executor framework

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