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Pre-trained backbones for TensorLayerX

Pre-trained models based on TensorLayerX. TensorLayerX is a multi-backend AI framework, which can run on almost all operation systems and AI hardwares, and support hybrid-framework programming. The currently version supports TensorFlow, MindSpore, PaddlePaddle, PyTorch, OneFlow and Jittor as the backends.

Quick Start

Installation

pip

# install from pypi
pip3 install tlxzoo

docker

docker pull xiaolong0612/tlxzoo:0.0.1
# run docker
cd /workspace/tlxzoo
python demo/vision/image_classification/vgg/predict.py

train

python demo/vision/image_classification/vgg/train.py

pretrained model

https://pan.baidu.com/s/1FZiHSthgX2FqynBP9cJ6_A?pwd=8dbs

predict

python demo/vision/image_classification/vgg/predict.py

Scenes and Models

TLXZOO currently covers 4 fields and 12 tasks. They ares listed below:

Vision

Object Detection

  • DETR
  • PPYOLOE

Image Classification

  • ResNet
  • VGG
  • EfficientNet

Image Segmentation

  • UNet

Face Recognition

  • RetinaFace
  • ArcFace

Human Pose Estimation

  • HRNet

Facial Landmark Detection

  • PFLD

OCR

  • TrOCR

Text

Text Classification

  • BERT
  • T5

Text Conditional Generation

  • T5

Text Token Classidication

  • BERT
  • T5

Speech

Automatic Speech Recognition

  • wav2vec

Graph

Node Classification

  • GCN