What are the best open-source alternatives to FTD Distillation?

Question 1

Accepted Answer

13 open-source projects similar to angusdujw/ftd-distillation, ranked by shared features. Top picks: georgecazenavette/mtt-distillation, gzyaftermath/datm, justincui03/tesla, nialiu/att, nus-hpc-ai-lab/edf, nus-hpc-ai-lab/pad, saehyung-lee/dcc, shqii1j/seqmatch, sjshin-ai/lcmat, slyang2021/nsd.

Question 2

Is georgecazenavette/mtt-distillation a good alternative to FTD Distillation?

Accepted Answer

This repo contains code for training expert trajectories and distilling synthetic data from our Dataset Distillation by Matching Training Trajectories paper (CVPR 2022). Please see our project page for more results.

Question 3

Is gzyaftermath/datm a good alternative to FTD Distillation?

Accepted Answer

Code

Question 4

Is justincui03/tesla a good alternative to FTD Distillation?

Accepted Answer

Hello!!! Thanks for checking out our repo and paper! 🍻

Question 5

Is nialiu/att a good alternative to FTD Distillation?

Accepted Answer

This repository contains code for training expert trajectories and distilling synthetic data for the paper: Dataset Distillation by Automatic Training Trajectories. The listed is the steps to run the code. 1. Set up enveriments. 2. Create an wandb account for monitoring distillation process…

Question 6

Is nus-hpc-ai-lab/edf a good alternative to FTD Distillation?

Accepted Answer

In this work, we propose to emphasize discriminative features for dataset distillation in the complex scenario, i.e. images in complex scenarios are characterized by significant variations in object sizes and the presence of a large amount of class-irrelevant information.

Question 7

Is nus-hpc-ai-lab/pad a good alternative to FTD Distillation?

Accepted Answer

Matching-based Dataset Distillation methods can be summarized into two steps:

Question 8

Is saehyung-lee/dcc a good alternative to FTD Distillation?

Accepted Answer

This repository is the official implementation of Dataset Condensation with Contrastive Signals (DCC), published as a conference paper at ICML 2022. The implementation is based on (https://github.com/VICO-UoE/DatasetCondensation).

Question 9

Is shqii1j/seqmatch a good alternative to FTD Distillation?

Accepted Answer

Paper

Question 10

Is sjshin-ai/lcmat a good alternative to FTD Distillation?

Accepted Answer

Official PyTorch implementation of "Loss-Curvature Matching for Dataset Selection and Condensation" (AISTATS 2023) by Seungjae Shin, HeeSun Bae, Donghyeok Shin, Weonyoung Joo, and Il-Chul Moon.

Question 11

Is slyang2021/nsd a good alternative to FTD Distillation?

Accepted Answer

PyTorch implementation of paper "Neural Spectral Decomposition for Dataset Distillation" in ECCV 2024.

Open-source alternatives to FTD Distillation

georgecazenavette/mtt-distillation

GzyAftermath/DATM

justincui03/tesla

NiaLiu/ATT

NUS-HPC-AI-Lab/EDF

NUS-HPC-AI-Lab/PAD

saehyung-lee/dcc

shqii1j/seqmatch

SJShin-AI/LCMat

slyang2021/NSD

VICO-UoE/DatasetCondensation

Yongalls/SelMatch

Zhong0x29a/MCT