detkit3ds's Introduction

Detkit3DS

A tiny object detection app for Nintendo 3DS, powered by NCNN and LVGL 8.3.11

Features

Detkit3DS is built upon NCNN, LVGL 8.3.11, and my previous project DetkitNCNN.

UI inspired by Nintendo 3DS system UI

None real-time object detection powered by:

Nanodet-Plus(int8) (~6s)
Fastest Det (~4s)

Release

https://github.com/Deepdive543443/Detkit3DS/releases

Build

This project has dependencies on DevkitARM, NCNN, and LVGL. A Linux environment like Ubuntu 20.04 is recommanded to build this project. WSL is also recommanded for windows user.

Install DevkitARM toolchain follow the official guide DevkitPRO

Or using the guide line from this repo

Pull this repo and its submodules, download and build all the submodules

sudo apt install unzip cmake
git clone https://github.com/Deepdive543443/Detkit3DS.git --recurse-submodules
cd Detkit3DS
./setup.sh lvgl ncnn detkit

Build the executatble

cd build
cmake -DBUILD_CIA=ON ..
make -j6 install

Install the .cia using a title manager or running the .3dsx from Homebrew launcher.

Known issues and limitation

Still trying to figure how GPU rendering on 3DS works

Credit

NCNN: High performance neural network inference computing framework for mobile platform, easy to use and port
Nanodet-Plus: Super light weight anchor-free object detection model
Fastest-Det: A FASTER, STRONGER, SIMPLER single scale anchor-free object detection model
DevkitPRO: Toolchain for 3DS homebrew development
3DS-cmake: Toolchain files to build CMake project for 3DS
FTPD-Pro: FTP Server for 3DS/Switch/Linux.
Citra: 3DS emulator for Windows, Linux, and MacOS
stb: single-file public domain (or MIT licensed) libraries for C/C++
All the legendary works and discovering from GBATemp and other hacking communities

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