Based on the following paper: http://www.ipol.im/pub/art/2014/104/article.pdf
Language: Java (JDK 8)
Tested for:
- Windows 10 X64
- Ubuntu 16.04 X64
- JCuda: Java bindings for CUDA (only used if available)
- Jeigen: Java wrapper for Eigen C++ fast matrix library
We provide .dll (for windows) and .so (for linux) JCUDA lib files in this repository. All files are automatically loaded when the program starts.
Don't forget to set JAVA_HOME & JRE_HOME environment variable respectively to the JDK & JRE folders. For example:
export JAVA_HOME=/path/to/jdk1.8.0_102
export JRE_HOME=/path/to/jre1.8.0_101
If you use CUDA under windows, you will also need Visual Studio 2013 so that nvcc can compile CUDA cu files.
- An Analysis of the Viola-Jones Face Detection Algorithm
- Robust Real-Time Face Detection
- Adam Harvey Explains Viola-Jones Face Detection
- 5KK73 GPU Assignment 2012
- Object detection using cascades of boosted classifiers
| ID | CPU | RAM | DISK | GPU | OS |
|---|---|---|---|---|---|
| 1 | i7-2600k @ 4,0Ghz OC | 2*8Go + 2*4Go (24Go) Corsair 1600Mhz | SSD - Samsung 840 Pro 256Go | GTX660 Ti (2Go) | W10 Pro X64 |
| 2 | i7-4790k @ 4,0Ghz | 2*8Go (16Go) | SSD - Crucial BX100 500Go | GTX980 (4Go) | W7 Pro X64 |
| 3 | i5-2430M @2,4Ghz | 2*4Go (8Go) | HDD - 750Go @ 7200rpm | GT555M (2Go) | Ubuntu 16.04 X64 |
| PC ID | CPU | GPU | Ratio CPU/GPU |
|---|---|---|---|
| 1 | 125.008 | 3.84 | 32 |
| 2 | 220.73 | 3.297 | 67 |
| 3 | 147.113 | 1.999 | 74 |
| Nb features | PC 1 (ms/img) | PC 2 (ms/img) | PC 3 (ms/img) |
|---|---|---|---|
| 64 | 0,002287 | 0,000915 | 0,004284 |
| 12 352 | 0,271627 | 0,251165 | 0,559474 |
| 59 328 | 1,353477 | 1,21078 | 2,124605 |
| 1 903 808 | 75 | 60 | 62 |
| 13 996 096 | 265 | 244 | 513 |
| 40 800 896 | 809 | 641 | 1 299,00 |
| 69 309 952 | 1 353,00 | 1 089,00 | 2 194,00 |
| 118 659 840 | 2 287,00 | 1 877,00 | 3 462,00 |
| 132 435 136 | 2 881,00 | 2 646,00 | 4 263,00 |
| Nb features | PC 1 (ms/img) | PC 2 (ms/img) | PC 3 (ms/img) |
|---|---|---|---|
| 64 | 0,904217 | 0,770088 | 0,502995 |
| 12 352 | 1,632216 | 1,153261 | 0,78452 |
| 59 328 | 1,806313 | 1,462818 | 1,27982 |
| 1 903 808 | 20 | 20 | 28 |
| 13 996 096 | 93 | 90 | 212 |
| 40 800 896 | 284 | 258 | 629 |
| 69 309 952 | 629 | 402 | 1 090,00 |
| 118 659 840 | 884 | 696 | 2 089,00 |
| 132 435 136 | 1 179,00 | 825 | 2 808,00 |
