php-darknet

php-ffi experiment

php7.4 interface to the lib-darknet for object detection.

Install

composer require ghostjat/darknet

Description

lib-darknet

Darknet

Darknet is an open source neural network framework written in C and CUDA. It is fast, easy to install, and supports CPU and GPU computation.

• It offers a simple API.
• High performance, due to the fact that it uses native interface elements.
• Fast learning by the user, due to the simplicity of its API. # yolo v2, v3, v4 #

If running on cpu you may use FASTEST cfg & weight for real time object detection on MS COCO dataset.

require '../vendor/autoload.php';

use darknet\core;
$dn = new core(core::YOLOFASTEST);

System-Conf:-

CPU:- Intel(R) Core(TM) i3-2370M CPU @ 2.40GHz 64bit
MEM:- 8GB
Dataset:- MS-COCO Classes:- 80

| YOLO | Time (ms) | CPU | Mem(mb)(max) | |-----------|-----------------|-----------|---------------| | Tiny-v2 | 0.85933095 (max)| 78 | 143.59 | | | 0.62237596 (min)| | | |-----------|-----------------|-----------|---------------| | Tiny-v3 | 0.93895602 (max)| 90 | 125.9 | | | 0.60306811 (min)| | | |-----------|-----------------|-----------|---------------| | Main-v3 | 15.4672219 (max)| 98 | 964.5 | | | 14.0677847 (min)| | | |-----------|-----------------|-----------|---------------| | Tiny-v4 | 0.85933095 (max)| 82 | 151.9 | | | 0.62237596 (min)| | | |-----------|-----------------|-----------|---------------| | FASTEST | 0.20039399 (max)| 20 | 97.47 | | | 0.11836814 (min)| | | |-----------|-----------------|-----------|---------------| | FASTEST-xl| 0.80017591 (max)| 69 | 131.85 | | | 0.22637511 (min)| | | Synopsis

WARNING: This module is in its early stages and should be considered a Work in Progress. The interface is not final and may change in the future.

Sample:

<p align="center"> <img src="https://raw.github.com/ghostjat/php-darknet/master/temp/out/gp.jpg" alt="gp"/> <img src ="https://raw.github.com/ghostjat/php-darknet/master/temp/out/dog.jpg" alt ="dog"/> <img src ="https://raw.github.com/ghostjat/php-darknet/master/temp/out/eagle.jpg" alt ="egale"/> <img src ="https://raw.github.com/ghostjat/php-darknet/master/temp/out/giraffe.jpg" alt ="giraffe"/> <img src="https://raw.github.com/ghostjat/php-darknet/master/temp/out/person.jpg" alt="person"/> </p>

Sample code:

require '../vendor/autoload.php';

use darknet\core;
$lib = '/home/ghost/bin/c-lib/darknet/data/';
$img = ['eagle.jpg','giraffe.jpg','horses.jpg','person.jpg','kite.jpg'];
$dn = new core();
foreach ($img as $value) {
    $dn->detect($lib.$value);
}

Author

Shubham Chaudhary <[email protected]>