Giter Club home page Giter Club logo

topdownposeexample's Introduction

News

Developed a 100% Swift version
https://github.com/otmb/TopDownPoseEstimation

What is this

TopDown Pose Estimation on iOS

  • BBox: Yolov7-tiny
  • Pose Estimation: ViTPose

Install

$ git clone https://github.com/mbotsu/TopDownPoseExample.git
$ cd TopDownPoseExample/TopDownPoseExample
$ curl -OL https://github.com/mbotsu/KeypointDecoder/releases/download/0.0.1/vitpose-b256x192_fp16.mlmodel
$ curl -OL https://github.com/mbotsu/KeypointDecoder/releases/download/0.0.1/yolov7-tiny_fp16.mlmodel

Example

sample.png

References

COCO MS val set

mbotsu/KeypointDecoder v0.0.5

Average Precision  (AP) @[ IoU=0.50:0.95 | area=   all | maxDets= 20 ] = 0.529
Average Precision  (AP) @[ IoU=0.50      | area=   all | maxDets= 20 ] = 0.679
Average Precision  (AP) @[ IoU=0.75      | area=   all | maxDets= 20 ] = 0.614
Average Precision  (AP) @[ IoU=0.50:0.95 | area=medium | maxDets= 20 ] = 0.479
Average Precision  (AP) @[ IoU=0.50:0.95 | area= large | maxDets= 20 ] = 0.614
Average Recall     (AR) @[ IoU=0.50:0.95 | area=   all | maxDets= 20 ] = 0.593
Average Recall     (AR) @[ IoU=0.50      | area=   all | maxDets= 20 ] = 0.702
Average Recall     (AR) @[ IoU=0.75      | area=   all | maxDets= 20 ] = 0.665
Average Recall     (AR) @[ IoU=0.50:0.95 | area=medium | maxDets= 20 ] = 0.528
Average Recall     (AR) @[ IoU=0.50:0.95 | area= large | maxDets= 20 ] = 0.684
Model AP AP50 AP75 AP(M) AP(L)
VitPose-b + Yolov7-tiny 52.9 67.9 61.4 47.9 61.4

topdownposeexample's People

Contributors

mbotsu avatar

Stargazers

 avatar  avatar  avatar  avatar  avatar  avatar

Watchers

 avatar

Forkers

edwios

Recommend Projects

  • React photo React

    A declarative, efficient, and flexible JavaScript library for building user interfaces.

  • Vue.js photo Vue.js

    ๐Ÿ–– Vue.js is a progressive, incrementally-adoptable JavaScript framework for building UI on the web.

  • Typescript photo Typescript

    TypeScript is a superset of JavaScript that compiles to clean JavaScript output.

  • TensorFlow photo TensorFlow

    An Open Source Machine Learning Framework for Everyone

  • Django photo Django

    The Web framework for perfectionists with deadlines.

  • D3 photo D3

    Bring data to life with SVG, Canvas and HTML. ๐Ÿ“Š๐Ÿ“ˆ๐ŸŽ‰

Recommend Topics

  • javascript

    JavaScript (JS) is a lightweight interpreted programming language with first-class functions.

  • web

    Some thing interesting about web. New door for the world.

  • server

    A server is a program made to process requests and deliver data to clients.

  • Machine learning

    Machine learning is a way of modeling and interpreting data that allows a piece of software to respond intelligently.

  • Game

    Some thing interesting about game, make everyone happy.

Recommend Org

  • Facebook photo Facebook

    We are working to build community through open source technology. NB: members must have two-factor auth.

  • Microsoft photo Microsoft

    Open source projects and samples from Microsoft.

  • Google photo Google

    Google โค๏ธ Open Source for everyone.

  • D3 photo D3

    Data-Driven Documents codes.