• Stars
    star
    218
  • Rank 181,805 (Top 4 %)
  • Language
    C++
  • License
    MIT License
  • Created over 2 years ago
  • Updated over 1 year ago

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Repository Details

awesome AI models with NCNN, and how they were converted ✨✨✨

NCNN Models

The collection of pre-trained AI models, and how they were converted, deployed. 中文

About

The ncnn framework enables cross-device deployment with the help of the vulkan api. We pre-train models via pytorch, tensorflow, paddle etc. and then convert them to ncnn models for final deployment on Windows, mac, linux, android, ios, WebAssembly and uni-app. However, model conversion is not a one-click process and needs to be handled manually. In order to extend the boundary applications of ncnn, we have created this repository to receive any cases of successful or failed conversions.

How to contribute

Contribute tutorial

✅ : good to work
❌ : bad to work
⭕ : good to work, but not good to contribute
🤔 : not sure, but good to contribute
🔥🔥💥

Ncnn Models

We believe we will succeed in the end. 跪求各位大佬修正失败案例,个人失败太多快要自闭了😂

Model Year Size From Type Convert NCNN Hot
DTLN 2022 1.9M Pytorch audio_denoising 🔥
gpt2-chinese 2022 357M nlp
MAT 2022 Pytorch image_inpainting 💥
RVM 2021 13.6M Pytorch image_matting 💥
vitea 2022 52.9M Pytorch image_matting
AnimeGanV3 2022 Onnx style_transfer 🔥
HybridNets 2022 Pytorch object_dection
yolop 2021 Pytorch object_dection 🤔 💥
pfld 2019 4.9M Pytorch face_dection
Anime 2021 18.8M Onnx face_dection
CaiT 2021 34.3M Pytorch image_classification
FastestDet 2022 0.4M Pytorch object_dection 💥
yolov7 2022 12.1M Pytorch object_dection 💥
yolov6 2022 8.4M Pytorch object_dection
yolov5 2021 2.3M Pytorch object_dection 💥
yolo-fastestv2 2021 0.4M Pytorch object_dection 💥
yolox 2021 1.7M Pytorch object_dection
nanodet 2020 2.3M Onnx object_dection
DenseNet 2018 21.5M Pytorch image_classification
resnet18 2015 22.8M Pytorch image_classification
mobilenet_v2 2019 6.8M Pytorch image_classification 🔥
mobilenet_v3 2019 10.7M Pytorch image_classification 🔥
Res2Net 2021 88.2M Pytorch image_classification
Res2Next50 2021 48.1M Pytorch image_classification
shufflenetv2 2018 4.4M Onnx image_classification
vgg16 2015 263M Pytorch image_classification
efficientnet 2021 10.3M Pytorch image_classification 🔥
deeplabv3 2017 21.5M Pytorch image_matting
yolov7-mask 2022 86.6M Pytorch image_matting 🤔
deoldify 2019 242M Onnx image_inpainting 🤔 🔥
UltraFace 2019 0.6M Pytorch face_dection 🔥
Anime2Real 2022 22.2M Pytorch style_transfer
AnimeGanV2 2020 4.2M Pytorch style_transfer 💥
styletransfer 2016 3.2M Onnx style_transfer
ifrnet 2022 5.6M Pytorch video_frame_interpolation 💥
Rife 2021 10M Onnx video_frame_interpolation
GFPGAN 2021 214M Onnx face_restoration 💥

Awesome App based on Ncnn

1. Deep Face Live

see DeepFaceLive

2. video-super-resolution

waifu2x-ncnn-vulkan、realcugan-ncnn-vulkan、realEsrgan-ncnn-vulkan ...

see RealESRGAN

3. Video Matting

see MODNet

4. BlazePose

see BlazePose

5. AnimeGanV2

see AnimeGanV2

6. GPT2-ChineseChat-NCNN

see GPT2-ChineseChat-NCNN

QQ群

  • 824562395 【加群请备注你正在转换的新模型(2022至今)

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