From f946d88ae6f2ac4bb224d3415892b2cae25292f0 Mon Sep 17 00:00:00 2001 From: Mikolaj Roszczyk Date: Mon, 16 Sep 2024 14:45:01 +0200 Subject: [PATCH] Add hide your mess behind demo (background blurring JS demo) (#26) * adding simple app to handle webcam * gitignore update for nodeJs purposes * detecting devices done * Updated view * tidying renderer and simplifying start/stop button * Further code cleaning * attempts to change webcam handler to node-webcam | webcam.capture not a function problem | mock runModel function * Added icon * New application UI * Updated UI * Hide menu bar * back to streaming from mediaDevices, but with new GUI (testing version - need to switch to node-webcam or other) * Removed unnecessary forge config * Added app info * Added more linux targets * streaming using single frames done * deleting node-webcam from package json * size of camera image corrected * path from runModel in renderer to runModel in ov jobs built | problem with passing the image (local resource) * changing the quality of webcam video * Added black webcam placeholder * choosing video source (webcams) * Small UI fixes * passing image to ov jobs * do not toggle sign on button if not clicking the button * Pass device to the function * Added cache for the OV models * raporting inference time: work in progress * raporting inference time: done * bug with black placeholder not showing up taken care of * processing time 0 when not processing | not declaring variable in handler * converting base64 to mat * work on image processing | subtraction of processing time from delay * convertion to mat from imageData, skipping base64, more efficient way * async taking time function * Added FPSs * processing time -> inference time * FIXED: Error occurred in handler for 'run-model' * Deleted debugging redundance * FIXED: RangeError: offset is out of bounds * small corrections * work on README * work on README * New name in README * Preprocessing mat function * Fixing error in padding * Conversion cv.Mat to ov.Tensor * preparation to interference * work on model inference - program stops after a few loops * semaphore to handle async functions * cleaning code * results of inference * preparation to postprocessing * normalize data in tensor (0-1) | work in progress on postprocessing * mask postprocessing * gausian blur function corrected | minor changes * 2 options mat resizing | work on blurring * mat resize: 5.1266000010073185 * mat and array resize time in comment * everything mock implemented | error occured & really not efficiant * logging | took inverseConditionMat to global | bitwise_and causes problems * TODO: optimization, blurred/org merging, displaying the final image * stop counting when display stopped * condition mat to be changed - too time consuming and not working properly * deleted kernel errors file * displaying the mat - work in progress * mask threshold * ImageData object transferred to renderer * EOD | nothing valuable, just saving my effort * ImageData declared in front, DISPLAYING IMAGE WORKS * Cleaning code | Faster mat to tensor conversion * mat resizing back to OpenCV * deleting kernel error + git ignore * not using helpers * Small code refactor * work on postprocessing: softmax analysis * Small renderer refactor * mask and blurring done * merging images works * all functionalities implemented * code cleaning * counting average time inference from 50 last inferences * taking blurring to seperate function * access to blurring from frontend * async inference + blur * blur -> resize ( time saving 150 -> 70) * deleting kernel errors file + typo in gitignore * contribution to demos README * adding photo to demos readme * updating README and changing the app name * changing the way of uploading image in demos README * check if it's compiled before reading model * check for mat size (enabling change for webcam with different quality) * fixing the oversight in previous commit * adding inference switch * First inference done before changing the switch * small visual changes * new photo in demos readme * hide your mess README * maybe stackblur canvas? * attempts to create a model for blurring * PostProcModel working * converting model to OpenVINO * creating model with flexible input * version without padding | back to OpenCV blur * OV blurring model creation fixed and testing functions deleted * blurring changed to model * changing the folder name * back to MVP * Preparing for publishing * readme update * readme mistake fixed * updated photos in hymb demo README * updated images in demos readme * small changes in UI * preparing code for publishing | code rewiev with Adrian * semaphore moved to ov jobs * new ideas | code rewiev with Adrian * Small code changes --------- Co-authored-by: Adrian Boguszewski --- .gitignore | 4 + demos/README.md | 12 + demos/hide_your_mess_behind_demo/.gitignore | 92 + demos/hide_your_mess_behind_demo/README.md | 47 + .../assets/icons/icon.ico | Bin 0 -> 14769 bytes .../assets/icons/icon.png | Bin 0 -> 24562 bytes .../assets/webcam_placeholder.png | Bin 0 -> 6597 bytes .../models/selfie_multiclass_256x256.bin | Bin 0 -> 8139316 bytes .../models/selfie_multiclass_256x256.xml | 14792 ++++++++++++++++ .../package-lock.json | 4137 +++++ demos/hide_your_mess_behind_demo/package.json | 59 + .../hide_your_mess_behind_demo/src/index.html | 41 + demos/hide_your_mess_behind_demo/src/main.js | 58 + .../hide_your_mess_behind_demo/src/ov-jobs.js | 223 + .../hide_your_mess_behind_demo/src/preload.js | 12 + .../src/renderer.js | 178 + .../hide_your_mess_behind_demo/src/styles.css | 120 + 17 files changed, 19775 insertions(+) create mode 100644 demos/hide_your_mess_behind_demo/.gitignore create mode 100644 demos/hide_your_mess_behind_demo/README.md create mode 100644 demos/hide_your_mess_behind_demo/assets/icons/icon.ico create mode 100644 demos/hide_your_mess_behind_demo/assets/icons/icon.png create mode 100644 demos/hide_your_mess_behind_demo/assets/webcam_placeholder.png create mode 100644 demos/hide_your_mess_behind_demo/models/selfie_multiclass_256x256.bin create mode 100644 demos/hide_your_mess_behind_demo/models/selfie_multiclass_256x256.xml create mode 100644 demos/hide_your_mess_behind_demo/package-lock.json create mode 100644 demos/hide_your_mess_behind_demo/package.json create mode 100644 demos/hide_your_mess_behind_demo/src/index.html create mode 100644 demos/hide_your_mess_behind_demo/src/main.js create mode 100644 demos/hide_your_mess_behind_demo/src/ov-jobs.js create mode 100644 demos/hide_your_mess_behind_demo/src/preload.js create mode 100644 demos/hide_your_mess_behind_demo/src/renderer.js create mode 100644 demos/hide_your_mess_behind_demo/src/styles.css diff --git a/.gitignore b/.gitignore index d946d089..4b40f8af 100644 --- a/.gitignore +++ b/.gitignore @@ -112,3 +112,7 @@ pipcache_openvino/ # PySpelling generated dictionary .ci/spellcheck/dictionary + +# NodeJS +demos/*/node_modules/** +**/kernel.errors.txt diff --git a/demos/README.md b/demos/README.md index 8af54e06..8c1ecf04 100644 --- a/demos/README.md +++ b/demos/README.md @@ -46,6 +46,18 @@ The demo works as a virtual healthcare assistant, whose task is to greet the pat | Platforms | Client (CPU, GPU, NPU), Cloud (CPU, GPU) | | Owner | [@adrianboguszewski](https://github.com/adrianboguszewski) | +### 🔮 Hide Your Mess Behind + +The demo blurs the background behind a person on a webcam. The app is built using NodeJS and Electron technologies. It can be run from the compiled exe file or using npm. + +[![image](https://github.com/user-attachments/assets/e6925e6b-0d81-41da-b9b0-c4f21f173681)](hide_your_mess_behind_demo) + +| [Hide Your Mess Behind](hide_your_mess_behind_demo) | | +|--------------------------------------|------------------------------------------------------------------------------------------------------| +| Related AI concepts | image segmentation | +| Platforms | Client (CPU, GPU, NPU), Edge (CPU) | +| Owner | [@Roszczyk](https://github.com/Roszczyk), [@adrianboguszewski](https://github.com/adrianboguszewski) | + ### 💃 Strike a pose The demo estimates poses of all people standing in front of the webcam. diff --git a/demos/hide_your_mess_behind_demo/.gitignore b/demos/hide_your_mess_behind_demo/.gitignore new file mode 100644 index 00000000..8296128d --- /dev/null +++ b/demos/hide_your_mess_behind_demo/.gitignore @@ -0,0 +1,92 @@ +# Logs +logs +*.log +npm-debug.log* +yarn-debug.log* +yarn-error.log* +lerna-debug.log* + +# Diagnostic reports (https://nodejs.org/api/report.html) +report.[0-9]*.[0-9]*.[0-9]*.[0-9]*.json + +# Runtime data +pids +*.pid +*.seed +*.pid.lock +.DS_Store + +# Directory for instrumented libs generated by jscoverage/JSCover +lib-cov + +# Coverage directory used by tools like istanbul +coverage +*.lcov + +# nyc test coverage +.nyc_output + +# node-waf configuration +.lock-wscript + +# Compiled binary addons (https://nodejs.org/api/addons.html) +build/Release + +# Dependency directories +node_modules/ +jspm_packages/ + +# TypeScript v1 declaration files +typings/ + +# TypeScript cache +*.tsbuildinfo + +# Optional npm cache directory +.npm + +# Optional eslint cache +.eslintcache + +# Optional REPL history +.node_repl_history + +# Output of 'npm pack' +*.tgz + +# Yarn Integrity file +.yarn-integrity + +# dotenv environment variables file +.env +.env.test + +# parcel-bundler cache (https://parceljs.org/) +.cache + +# next.js build output +.next + +# nuxt.js build output +.nuxt + +# vuepress build output +.vuepress/dist + +# Serverless directories +.serverless/ + +# FuseBox cache +.fusebox/ + +# DynamoDB Local files +.dynamodb/ + +# Webpack +.webpack/ + +# Vite +.vite/ + +# Electron-Forge +out/ diff --git a/demos/hide_your_mess_behind_demo/README.md b/demos/hide_your_mess_behind_demo/README.md new file mode 100644 index 00000000..c0f17c25 --- /dev/null +++ b/demos/hide_your_mess_behind_demo/README.md @@ -0,0 +1,47 @@ +# Hide Your Mess Behind + +## Description + +This demo demonstrates how to use the OpenVINO toolkit in NodeJS to blur the background of video. + +## Requirements + +Ensure that you have Node.js (with npm) installed on your system. The app was developed and tested using *node v20.15.0* and *npm 10.8.2*. + +## Getting started + +Before running the app you have to initialize the electron project and install the required packages. Do it by running the following commands in the app folder: + +```bash +npm init -y +npm install +``` + +## Running the Demo + +Once you've completed the initial setup, you can start the app anytime by running the following command in the app folder: + +```bash +npm start +``` + +### Turn on the video + +When you open the app, the following view will appear: + +![image](https://github.com/user-attachments/assets/b9852e1e-3fa7-4375-afb9-8976cd9cf325) + +Select the chosen video source from the control panel. Then click _Start_ button to start the streaming. + +![image](https://github.com/user-attachments/assets/cd5a86e2-8865-4736-93e6-e2e0eb9b37f2) + +Later you can turn off streaming by clicking _Stop_ button. + + +### Turn on the inference + +To turn on blurring you have to turn on inference using the _Inference_ switch. Below it, you can notice a panel, where you can choose the inference device (e.g. AUTO, GPU, CPU, NPU). + +![image](https://github.com/user-attachments/assets/e6925e6b-0d81-41da-b9b0-c4f21f173681) + +You can change the inference device or video source, and turn on and off inference, and streaming anytime. diff --git a/demos/hide_your_mess_behind_demo/assets/icons/icon.ico b/demos/hide_your_mess_behind_demo/assets/icons/icon.ico new file mode 100644 index 0000000000000000000000000000000000000000..5465e921a7f2e959b98c1d794be1dc7263180472 GIT binary patch literal 14769 zcma)Dhd?_&$yrazV7R~9t1(bFWeUjVL+0uAjnzxd$^9)butnr68I~b+70Df zxS!&F6A{24CJ%G$5QH63Q&!aTN?uLz^wP5(J*{6zPSEgqfawdu5D`<}r+gpIr=pu! z$WD?$8atzR|vs15^jz<`aT{px2~$dz^}hm zvTR}!yi*gByFDg`d{$Musur&7ZTbH@CQ?@J>FHT~8o|u%xtgQQ#ohaqQG?P7gN;xN&gfsZN%{3(@JVCSC zuhAw1_t;pT~g82rOM6Avn)2WC^lqoe|UE;&h{Vzoz}l3U7$pCRaTaY zjxOYj{~_nai)Yf)(}{?Q6>r=iLZi`B>+2K`9;|oWwV#SBU zcm(VM0wh#aR7B+D&uVIFcu11D?C+w6`+J=pI65jD88Hf6xDXu|7kWEei{tWTIu8$z 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