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PASSL

Introduction

PASSL is a Paddle based vision library for state-of-the-art Self-Supervised Learning research with PaddlePaddle. PASSL aims to accelerate research cycle in self-supervised learning: from designing a new self-supervised task to evaluating the learned representations.

  • Reproducible implementation of SOTA in Self-Supervision: Existing SOTA in Self-Supervision are implemented - SimCLR, MoCo(v1),MoCo(v2), MoCo-BYOL, CLIP. BYOL is coming soon. Also supports supervised trainings.
  • Modular: Easy to build new tasks and reuse the existing components from other tasks (Trainer, models and heads, data transforms, etc.).

Installation

Implemented Models

Benchmark Linear Image Classification on ImageNet-1K

epochs official results passl results Backbone Model
MoCo 200 60.6 60.64 ResNet-50 download
SimCLR 100 64.5 65.3 ResNet-50 download
MoCo v2 200 67.7 67.72 ResNet-50 download
MoCo-BYOL 300 71.56 72.10 ResNet-50 download
BYOL 300 72.50 71.62 ResNet-50 download

Getting Started

Please see GETTING_STARTED.md for the basic usage of PASSL.

Tutorials

passl's People

Contributors

firestonelib avatar lmk123568 avatar lielinjiang avatar guoxiawang avatar wuhuachaocoding avatar juneweng avatar fuyinno4 avatar gt-zhangacer avatar wangfeng18 avatar xiaoguanghu01 avatar

Watchers

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