Human Action Controller - A human action controller running on different platforms.

Related tags

Deep Learninghac
Overview

Human Action Controller (HAC)

Goal

A human action controller running on different platforms.

Fun Easy-to-use
Accurate Anywhere

Fun Examples

Mouse Control

Mouse Control

Keyboard Control

Keyboard Control

Playing Game

Pikachu

Enhancing interaction

Gather Town

Solutions provided by HAC

Platform Module Progress Comment
PC / Win10 Mouse Control V
PC / Win10 Keyboard Control V
PC / Ubuntu Mouse Control
PC / Ubuntu Keyboard Control

Getting started

Installation

$ pip install pyhac

Run the demo of mouse control

$ git clone https://github.com/dabit-lucas/hac.git
$ cd hac
$ python demo.py

Recording custom actions

$ python recording.py -d {action name} -k True

Press key "r" to start recording, the data will be saved into ./data

Training a custom module

Here is an example of a config file of action set,

{
    "actions": [
        "r_five",
        "r_zero",
        "l_five",
        "l_zero",
        "two_index_fingers_up",
        "two_index_fingers_down",
        "33",
        "55",
        "sit"
    ],
    "type": "gesture_only"
}

These actions form a model by running a training process:

$ python train.py --conf {path_of_action} --model_name {name_of_model}

The generated model will become a module. Take mouse control module as an exmaple, it can create mappings among actions and controls by the following code:

mouse_module = hac.add_module("mouse_control")
hac.set_init_module(mouse_module)

# create mapping between controls and actions
mouse_module.add_mouse_mapping("mouse_left_down", ["r_five", "r_zero"])
mouse_module.add_mouse_mapping("mouse_left_up", "r_five")
mouse_module.add_mouse_mapping("mouse_right_down", ["l_five", "l_zero"])
mouse_module.add_mouse_mapping("mouse_right_up", "l_five")
mouse_module.add_mouse_mapping("right_move_diff", ["r_five", "r_five"])
mouse_module.add_mouse_mapping("right_move_diff", ["r_zero", "r_zero"])
mouse_module.add_mouse_mapping("left_move_diff", ["l_five", "l_five"])
mouse_module.add_mouse_mapping("left_move_diff", ["l_zero", "l_zero"])
mouse_module.add_mouse_mapping("roll_up", "two_index_fingers_up")
mouse_module.add_mouse_mapping("roll_down", "two_index_fingers_down")

If the five gesture with a right hand shows in consecutive two frames ["r_five", "r_five"], then do control right_move_diff, which means moving the mouse cursor. The above description can be represented by the following code:

mouse_module.add_mouse_mapping("right_move_diff", ["r_five", "r_five"])

Development guideline

The structure of HAC

Community

Welcome to ask any question in issues.

Contributing

Any contribution is welcomed. Please fork this repo and summit a pull request.

Owner
GitHub Repository
FFCV: Fast Forward Computer Vision (and other ML workloads!)

Fast Forward Computer Vision: train models at a fraction of the cost with accele

FFCV 2.3k Jan 03, 2023
Generative Adversarial Text to Image Synthesis

Text To Image Synthesis This is a tensorflow implementation of synthesizing images. The images are synthesized using the GAN-CLS Algorithm from the pa

Hao 575 Jan 08, 2023
A hue shift helper for OBS

obs-hue-shift A hue shift helper for OBS This is a repo based on the really nice script Hegemege made. The original script can be found https://gist.g

Alexis Tyler 1 Jan 10, 2022
Torch code for our CVPR 2018 paper "Residual Dense Network for Image Super-Resolution" (Spotlight)

Residual Dense Network for Image Super-Resolution This repository is for RDN introduced in the following paper Yulun Zhang, Yapeng Tian, Yu Kong, Bine

Yulun Zhang 494 Dec 30, 2022
git《Pseudo-ISP: Learning Pseudo In-camera Signal Processing Pipeline from A Color Image Denoiser》(2021) GitHub: [fig5]

Pseudo-ISP: Learning Pseudo In-camera Signal Processing Pipeline from A Color Image Denoiser Abstract The success of deep denoisers on real-world colo

Yue Cao 51 Nov 22, 2022
TGS Salt Identification Challenge

TGS Salt Identification Challenge This is an open solution to the TGS Salt Identification Challenge. Note Unfortunately, we can no longer provide supp

neptune.ai 123 Nov 04, 2022
Deep Unsupervised 3D SfM Face Reconstruction Based on Massive Landmark Bundle Adjustment.

(ACMMM 2021 Oral) SfM Face Reconstruction Based on Massive Landmark Bundle Adjustment This repository shows two tasks: Face landmark detection and Fac

BoomStar 51 Dec 13, 2022
A small library for doing fluid simulation with neural networks.

Neural Fluid Fields This is a small library for doing fluid simulation with neural fields. Check out our review paper, Neural Fields in Visual Computi

Towaki 23 Jun 23, 2022
[CVPR 2021] Rethinking Text Segmentation: A Novel Dataset and A Text-Specific Refinement Approach

Rethinking Text Segmentation: A Novel Dataset and A Text-Specific Refinement Approach This is the repo to host the dataset TextSeg and code for TexRNe

SHI Lab 174 Dec 19, 2022
An imperfect information game is a type of game with asymmetric information

DecisionHoldem An imperfect information game is a type of game with asymmetric information. Compared with perfect information game, imperfect informat

Decision AI 25 Dec 23, 2022
Object tracking and object detection is applied to track golf puts in real time and display stats/games.

Putting_Game Object tracking and object detection is applied to track golf puts in real time and display stats/games. Works best with the Perfect Prac

Max 1 Dec 29, 2021
Learn other languages ​​using artificial intelligence with python.

The main idea of ​​the project is to facilitate the learning of other languages. We created a simple AI that will interact with you. Just ask questions that if she knows, she will answer.

Pedro Rodrigues 2 Jun 07, 2022
This is my codes that can visualize the psnr image in testing videos.

CVPR2018-Baseline-PSNRplot This is my codes that can visualize the psnr image in testing videos. Future Frame Prediction for Anomaly Detection – A New

Wenhao Yang 12 May 29, 2021
Vector AI — A platform for building vector based applications. Encode, query and analyse data using vectors.

Vector AI is a framework designed to make the process of building production grade vector based applications as quickly and easily as possible. Create

Vector AI 267 Dec 23, 2022
Official code for "Eigenlanes: Data-Driven Lane Descriptors for Structurally Diverse Lanes", CVPR2022

[CVPR 2022] Eigenlanes: Data-Driven Lane Descriptors for Structurally Diverse Lanes Dongkwon Jin, Wonhui Park, Seong-Gyun Jeong, Heeyeon Kwon, and Cha

Dongkwon Jin 106 Dec 29, 2022
Code for unmixing audio signals in four different stems "drums, bass, vocals, others". The code is adapted from "Jukebox: A Generative Model for Music"

Status: Archive (code is provided as-is, no updates expected) Disclaimer This code is a based on "Jukebox: A Generative Model for Music" Paper We adju

Wadhah Zai El Amri 24 Dec 29, 2022
The pytorch implementation of DG-Font: Deformable Generative Networks for Unsupervised Font Generation

DG-Font: Deformable Generative Networks for Unsupervised Font Generation The source code for 'DG-Font: Deformable Generative Networks for Unsupervised

130 Dec 05, 2022
This repository is an implementation of our NeurIPS 2021 paper (Stylized Dialogue Generation with Multi-Pass Dual Learning) in PyTorch.

MPDL---TODO This repository is an implementation of our NeurIPS 2021 paper (Stylized Dialogue Generation with Multi-Pass Dual Learning) in PyTorch. Ci

CodebaseLi 3 Nov 27, 2022
Code for Neural-GIF: Neural Generalized Implicit Functions for Animating People in Clothing(ICCV21)

NeuralGIF Code for Neural-GIF: Neural Generalized Implicit Functions for Animating People in Clothing(ICCV21) We present Neural Generalized Implicit F

Garvita Tiwari 104 Nov 18, 2022
An updated version of virtual model making

Model-Swap-Face v2   这个项目是基于stylegan2 pSp制作的，比v1版本Model-Swap-Face在推理速度和图像质量上有一定提升。主要的功能是将虚拟模特进行环球不同区域的风格转换，目前转换器提供西欧模特、东亚模特和北非模特三种主流的风格样式，可帮我们实现生产资料零成

seeprettyface.com 62 Dec 09, 2022