nihui/ncnn-webassembly-yolov5

Deploy YOLOv5 in your web browser with ncnn and webassembly

ncnn-webassembly-yolov5

open https://nihui.github.io/ncnn-webassembly-yolov5 and enjoy

build and deploy

Prior to starting, make sure you have cmake installed.

1. Clone the project - all other steps are to be performed inside the project directory.

git clone https://github.com/nihui/ncnn-webassembly-yolov5.git
cd ncnn-webassembly-yolov5

2. Install emscripten

git clone https://github.com/emscripten-core/emsdk.git
cd emsdk
./emsdk install 3.1.28
./emsdk activate 3.1.28

source emsdk_env.sh

3. Download and extract ncnn webassembly package

cd .. #Return to the root folder
wget https://github.com/Tencent/ncnn/releases/download/20230223/ncnn-20230223-webassembly.zip
unzip ncnn-20230223-webassembly.zip

4. Build four WASM feature variants

# The build folder is part of the bundle extracted in the previous step
cd build 
cmake -DCMAKE_TOOLCHAIN_FILE=$EMSDK/upstream/emscripten/cmake/Modules/Platform/Emscripten.cmake -DWASM_FEATURE=basic ..
make -j4
cmake -DCMAKE_TOOLCHAIN_FILE=$EMSDK/upstream/emscripten/cmake/Modules/Platform/Emscripten.cmake -DWASM_FEATURE=simd ..
make -j4
cmake -DCMAKE_TOOLCHAIN_FILE=$EMSDK/upstream/emscripten/cmake/Modules/Platform/Emscripten.cmake -DWASM_FEATURE=threads ..
make -j4
cmake -DCMAKE_TOOLCHAIN_FILE=$EMSDK/upstream/emscripten/cmake/Modules/Platform/Emscripten.cmake -DWASM_FEATURE=simd-threads ..
make -j4

5. Deploy the *.data *.js *.wasm and *.html files to your web server

If you want to run this locally, create a folder named deploy in the root project directory and copy the following assets into it:

# deploy files
deploy/
├── index.html
├── yolov5-basic.data
├── yolov5-basic.js
├── yolov5-basic.wasm
├── yolov5-simd.data
├── yolov5-simd.js
├── yolov5-simd-threads.data
├── yolov5-simd-threads.js
├── yolov5-simd-threads.wasm
├── yolov5-simd-threads.worker.js
├── yolov5-simd.wasm
├── yolov5-threads.data
├── yolov5-threads.js
├── yolov5-threads.wasm
├── yolov5-threads.worker.js
└── wasmFeatureDetect.js

6. Deploy local server(python3 as a example)

python3 -m http.server --directory deploy

7. Access local server(chrome as a example)

# launch chrome browser, enter following command to address bar and press ENTER: 
chrome://flags/#unsafely-treat-insecure-origin-as-secure

# enter following keyword to "Search flags" and press ENTER:
"insecure origins"
you will find "Insecure origins treated as secure" key

#enter local server url and click right side dropdown list, select "Enabled"
url example: http://192.168.1.100:8000

#relaunch chrome browser and access http://192.168.1.100:8000 (replace 192.168.1.100 with your local ip)

ncnn-webassembly-yolov5's Issues

What is the input size to the yolov5n model which is given in this repo?

Hi @nihui ,

What is the input size expected by yolov5n model in this repo for the implementation?

How to convert a custom Yolov5n model into wasm format?

Hi @nihui,

Can you please let me know how can i convert my custom trained Yolov5n model into wasm format?

What is this part in index.html?

Im not familiar with github or html either, but when I opened Inspect Element on your web to see the actions of the video, then I saw this on the element:
<style type="text/css">:root topadblock, :root span[id^="ezoic-pub-ad-placeholder-"], :root mq-programmatic-ad, :root iframe[src^="http://www.adpeepshosted.com/adpeeps.php?"], :root div[id^="traffective-ad-"], :root div[id^="taboola-stream-"], :root div[id^="rc-widget-"], :root div[id^="lazyad-"], :root div[id^="js-dfp-"], :root div[id^="gtm-ad-"], :root div[id^="google_dfp_"], :root div[id^="ezoic-pub-ad-"], :root div[id^="div-adtech-ad-"], :root div[id^="dfp-slot-"], :root div[id^="dfp-ad-"], :root div[id^="banner-ad-"], :root div[id^="advt-"], :root div[id^="advads_"], :root div[id^="advads-"], :root div[id^="adspot-"], :root div[id^="ads300_100-widget-"], :root div[id^="ads250_250-widget-"], :root div[id^="adrotate_widgets-"], :root div[id^="adngin-"], :root div[id^="adfox_"], :root div[id^="ad_script_"], :root div[id^="ad_rect_"], :root div[id^="ad_position_"], :root div[id^="ad-server-"], :root div[id^="ad-inserter-"], :root div[id^="ad-cid-"], :root div[id^="_vdo_ads_player_ai_"], :root div[data-test-id="AdDisplayWrapper"], :root div[data-subscript="Advertising"], :root div[data-spotim-slot], :root div[data-role="sidebarAd"], :root div[data-native_ad], :root div[data-mediatype="advertising"], :root div[data-insertion], :root div[data-id-advertdfpconf], :root div[data-dfp-id], :root div[data-content="Advertisement"], :root div[data-alias="300x250 Ad 2"], :root div[data-alias="300x250 Ad 1"], :root div[data-adunit], :root div[data-adunit-path], :root div[data-before-content="advertisement"], :root div[data-adservice-param-tagid="contentad"], :root div[data-adname], :root div[data-ad-wrapper], :root div[data-ad-underplayer], :root div[data-ad-placeholder], :root div[class^="sp-adslot-"], :root div[class^="s-dfp-"], :root div[class^="pane-google-admanager-"], :root div[class^="native-ad-"], :root div[class^="lifeOnwerAd"], :root div[class^="largeRectangleAd_"], :root div[class^="kiwiad-popup"], :root div[class^="kiwiad-desktop"], 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a[href^="https://secure.bstlnk.com/"], :root div[class^="index_displayAd_"], :root a[href^="http://adultgames.xxx/"], :root a[href^="http://semi-cod.com/clicks/"], :root a[href^="https://s.zlink2.com/"], :root a[href^="https://someperceptionparade.com/"], :root a[href^="https://refpasrasw.world/"], :root div[data-google-query-id], :root a[href^="https://mediaserver.entainpartners.com/renderBanner.do?"], :root a[href^="https://refpaexhil.top/"], :root a[href^="https://reachtrgt.com/"], :root a[href^="https://queersodadults.com/"], :root AD-SLOT, :root a[href^="https://pubads.g.doubleclick.net/"], :root a[href^="https://prf.hn/click/"][href*="/camref:"] > img, :root a[href^="http://www.my-dirty-hobby.com/?sub="], :root a[href^="https://porndeals.com/?track="], :root a[href^="https://pcm.bannerator.com/"], :root a[href^="https://offerforge.net/"], :root a[href^="https://track.wg-aff.com"], :root a[href^="https://nutrientassumptionclaims.com/"], :root a[href^="https://ndt5.net/"], :root 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:root [href^="https://totlnkcl.com/"], :root a[href^="https://cpartner.bdswiss.com/"], :root [href*="http://MyPillow.com"] > img, :root a[href^="//agacelebir.com/"], :root a[href^="http://play4k.co/"], :root a[data-redirect^="https://paid.outbrain.com/network/redir?"], :root a[href^="http://www.roboform.com/php/land.php"], :root a[href="//rufflycouncil.com/"], :root a[href^="http://xads.zedo.com/"], :root a[href^="https://adsrv4k.com/"], :root a[href^="http://trk.mdrtrck.com/"], :root a[href*="https://www.sweetdeals.com/"] img, :root a[href*=".zlink9.com/"], :root a[href^="https://trackjs.com/?utm_source"], :root AFS-AD, :root a[href^="https://ads.ad4game.com/"], :root a[href^="https://affiliates.bet-at-home.com/processing/"], :root a[href^="https://betway.com/"][href*="&a="], :root a[href^="http://www.mobileandinternetadvertising.com/"], :root a[href^="http://www.downloadthesefiles.com/"], :root a[href^="http://secure.cbdpure.com/aff/"], :root [href^="https://join.playboyplus.com/track/"], :root a[data-url^="http://paid.outbrain.com/network/redir?"] + .author, :root a[href^="http://affiliates.score-affiliates.com/"], :root a[data-oburl^="https://paid.outbrain.com/network/redir?"], :root a[href^="https://ttf.trmobc.com/"], :root a[href^="http://n.admagnet.net/"], :root a[data-obtrack^="http://paid.outbrain.com/network/redir?"], :root a[href^="https://go.onclasrv.com/"], :root a[href^="http://wct.link/"], :root a[href^="http://www.TwinPlan.com/AF_"], :root div[id^="ad-position-"], :root a[href^="http://liversely.com/"], :root a[data-redirect^="this.href='http://paid.outbrain.com/network/redir?"], :root [href^="https://goldforyourfuture.com/clk.trk"] img, :root [href="https://masstortfinancing.com"] img, :root [href^="https://bulletprofitsmartlink.com/"], :root [href^="https://join3.bannedsextapes.com"], :root a[href^="//benoopto.com/"], :root [lazy-ad="leftbottom_banner"], :root [id^="div-gpt-ad"], :root [data-m-ad-id], :root a[href^="http://espn.zlbu.net/"], :root a[href^="http://admrotate.iplayer.org/"], :root [href^="http://join.rodneymoore.com/"], :root [id*="MarketGid"], :root a[href^="http://c.ketads.com/"], :root a[href^="http://www.badoink.com/go.php?"], :root .commercial-unit-mobile-top > div[data-pla="1"], :root a[href^="https://secure.starsaffiliateclub.com/C.ashx?"], :root [href^="https://zone.gotrackier.com/"], :root div[class^="kiwi-ad-wrapper"], :root a[href^="https://rev.adsession.com/"], :root [href^="https://www.mystore.com/"] > img, :root [href^="https://www.mypillow.com/"] > img, :root [href^="https://www.herbanomic.com/"] > img, :root [href^="https://freecourseweb.com/"] > .sitefriend, :root [href^="https://www.hostg.xyz/aff_c"] > img, :root [href*=".engine.adglare.net/"], :root a[href^="http://allaptair.club/"], :root a[href^="https://ptapjmp.com/"], :root a[href^="http://xtgem.com/click?"], :root a[href^="http://bc.vc/?r="], :root [href^="https://www.brighteonstore.com/products/"] img, :root a[href^="https://servedbyadbutler.com/"], :root a[href^="https://www.bet365.com/"][href*="affiliate="], :root a[href^="https://mob1ledev1ces.com/"], :root a[href^="https://promo-bc.com/"], :root a[data-redirect^="http://paid.outbrain.com/network/redir?"], :root a[href^="https://explore.findanswersnow.net/"], :root [id^="adframe_wrap_"], :root div[jsdata*="CarouselPLA-"][data-id^="CarouselPLA-"], :root a[href^="https://go.trackitalltheway.com/"], :root [data-template-type="nativead"], :root [href^="https://track.fiverr.com/visit/"] > img, :root a[href^="//eurogirls.live/track?"], :root a[href^="http://affiliate.coral.co.uk/processing/"], :root [href^="https://t.ajrkm.link/"], :root [data-ad-manager-id], :root a[href^="http://www.firstclass-download.com/"], :root [id*="ScriptRoot"], :root a[href^="http://fileboom.me/pr/"], :root a[href^="//coarsewary.com/"], :root [href^="https://mystore.com/"] > img, :root a[href*=".trust.zone"], :root [href^="http://globsads.com/"], :root [href^="https://shrugartisticelder.com"], :root a[href^="https://traffic.bannerator.com/"], :root [href^="https://shiftnetwork.infusionsoft.com/go/"] > img, :root a[href^="https://vo2.qrlsx.com/"], :root a[href^="https://tracking.truthfinder.com/?a="], :root .scroll-fixable.rail-right > .deals-rail, :root a[href*=".flndmyiove.net/"], :root a[href^="http://www.xmediaserve.com/"], :root [href^="https://mypatriotsupply.com/"] > img, :root [href^="https://mylead.global/stl/"] > img, :root a[href^="http://affiliates.pinnaclesports.com/processing/"], :root .vid-present > .van_vid_carousel__padding, :root #header + #content > #left > #rlblock_left, :root [href^="https://ilovemyfreedoms.com/landing-"], :root a[href^="https://5hjdbfjfd5.monster/"], :root [href^="http://join.ts-dominopresley.com/"], :root [href^="https://go.affiliatexe.com/"], :root [href^="https://go.4rabettraff.com/"], :root a[href^="https://a.bestcontentfood.top/"], :root #ads > .dose > .dosesingle, :root a[data-url^="http://paid.outbrain.com/network/redir?"], :root [href^="https://cpa.10kfreesilver.com/"], :root a[href^="https://delivery.porn.com/"], :root a[href^="https://www.firstload.com/affiliate/"], :root .trc_related_container div[data-item-syndicated="true"], :root a[href^="https://freeadult.games/"], :root a[href^="http://liversely.net/"], :root a[href^="http://www.coiwqe.site/"], :root a[href^="http://mgid.com/"], :root [href^="http://join.trannies-fuck.com/"], :root a[href^="http://k2s.cc/pr/"], :root [href^="/admdownload.php"], :root [href^="http://join.hardcoreshemalevideo.com/"], :root a[href^="http://ads2.williamhill.com/redirect.aspx?"], :root div[data-native-ad], :root a[href^="https://click.hoolig.app/"], :root AD-TRIPLE-BOX, :root a[href^="//www.mgid.com/"], :root [href^="https://go.astutelinks.com/"], :root [href^="http://join.shemale.xxx/"], :root div[id^="vuukle-ad-"], :root a[href^="http://betahit.click/"], :root [class^="chp_ads_block"], :root a[href^="http://www.gfrevenge.com/landing/"], :root a[href^="http://hpn.houzz.com/"], :root [name^="google_ads_iframe"], :root a[href^="http://www.afgr2.com/"], :root #slashboxes > .deals-rail, :root a[href^="https://deliver.ptgncdn.com/"], :root [href^="https://www.targetingpartner.com/"], :root a[href^="http://latestdownloads.net/download.php?"], :root #taw > .med + div > #tvcap > .mnr-c:not(.qs-ic) > .commercial-unit-mobile-top, :root .plista_widget_belowArticleRelaunch_item[data-type="pet"], :root a[href^="https://ak.hetaruwg.com/"], :root div[id^="sticky_ad_"], :root [href^="https://go.xlrdr.com"], :root a[href^="http://click.payserve.com/"], :root a[href^="https://sexsimulator.game/tab/?SID="], :root .rc-cta[data-target], :root a[href^="https://get.surfshark.net/aff_c?"][href*="&aff_id="] > img, :root [href^="https://kingered-banctours.com/"], :root a[href^="http://k2s.cc/code/"], :root a[href^="https://webroutetrk.com/"], :root [href^="//mage98rquewz.com/"], :root #leader-companion > a[href], :root [href^="https://traffserve.com/"], :root a[href^="http://media.paddypower.com/redirect.aspx?"], :root a[href^="http://www.flashx.tv/downloadthis"], :root a[href^="https://www.spyoff.com/"], :root [href^="http://mypillow.com/"] > img, :root a[href^="https://a.adtng.com/"], :root a[href^="http://static.fleshlight.com/images/banners/"], :root div[id^="zergnet-widget"], :root [href="https://www.masstortfinancing.com/"] > img, :root [href^="https://rapidgator.net/article/premium/ref/"], :root a[href^="https://www.g4mz.com/"], :root a[href^="http://webgirlz.online/landing/"], :root a[href^="https://goraps.com/"], :root a[href^="https://farm.plista.com/pets"], :root LEADERBOARD-AD, :root [data-mobile-ad-id], :root [class^="Ad-adContainer"], :root a[href^="https://adclick.g.doubleclick.net/"], :root app-ad, :root [href^="http://misslinkvocation.com/"], :root [id^="ad-wrap-"], :root a[href^="https://go.tmrjmp.com"], :root [data-css-class="dfp-inarticle"], :root a[href^="http://eclkmpsa.com/"], :root a[href^="http://papi.mynativeplatform.com:80/pub2/"], :root a[href^="http://cam4com.go2cloud.org/aff_c?"], :root a[href^="http://get.slickvpn.com/"], :root [data-ad-module], :root a[href^="http://bcp.crwdcntrl.net/"], :root [data-ad-cls], :root a[href^="https://chaturbate.jjgirls.com/?track="], :root [class^="s2nPlayer"], :root [class*="__adv-block"], :root a[href^="https://www.adxtro.com/"], :root .commercial-unit-mobile-top .jackpot-main-content-container > .UpgKEd + .nZZLFc > div > .vci, :root a[href^="http://paid.outbrain.com/network/redir?"], :root a[href^="https://track.trkinator.com/"], :root [href^="http://residenceseeingstanding.com/"], :root .trc_rbox_border_elm .syndicatedItem, :root a[href^="http://www.myfreepaysite.com/sfw_int.php?aid"], :root [href^="https://glersakr.com/"], :root a[href^="https://t.mobtya.com/"], :root .trc_rbox_div .syndicatedItem, :root a-ad, :root hl-adsense, :root div[data-contentexchange-widget], :root [id^="bunyad-widget-ads-"], :root a[href^="https://mmwebhandler.aff-online.com/"], :root [href^="https://r.kraken.com/"], :root [href^="https://clk.right-wing-health.com/"], :root a[href^="http://hotcandyland.com/partner/"], :root [lazy-ad="lefttop_banner"], :root a[href^="https://secure.cbdpure.com/aff/"], :root a[href^="http://goldmoney.com/?gmrefcode="], :root .plistaList > .plista_widget_underArticle_item[data-type="pet"], :root [href^="https://join.girlsoutwest.com/"], :root a[href^="https://torguard.net/aff.php"] > img, :root a[href^="https://go.247traffic.com/"], :root amp-ad-custom, :root [href^="https://antiagingbed.com/discount/"] > img, :root [class^="AdvertisingSlot_"], :root [href^="http://trafficare.net/"], :root div[id^="crt-"][style], :root a[href^="http://igromir.info/"], :root div[id^="div-ads-"], :root a[onmousedown^="this.href='https://paid.outbrain.com/network/redir?"][target="_blank"] + .ob_source, :root a[href^="http://at.atwola.com/"], :root [href^="https://engine.gettopple.com/"], :root a[href^="http://fsoft4down.com/"], :root div[id^="ad_bigbox_"], :root #content > #right > .dose > .dosesingle, :root [href^="https://affiliate.fastcomet.com/"] > img, :root a[href^="https://intrev.co/"], :root a[href^="http://https://www.get-express-vpn.com/offer/"], :root a[href^="https://misspkl.com/"], :root a[href^="https://ad.zanox.com/ppc/"] > img, :root [href^="http://clicks.totemcash.com/"], :root a[href^="https://black77854.com/"], :root #topstuff > #tads, :root a[href^="https://ismlks.com/"], :root [data-freestar-ad], :root [class*="__adspot-title-container"], :root a[href^="https://www.sheetmusicplus.com/?aff_id="], :root [href^="https://mypillow.com/"] > img, :root [class^="div-gpt-ad"] { display: none !important; }</style>
As a say again, I am not familiar with github or html, but just looking at this code, there are a lots of dangerous links or ad links that maybe be redirecting me. I do not see any reactions of redirect, but I just wondered what was this.
I really liked the yolov5 tho.
Thanks for reading. Im waiting for reply!

ncnn gpu 代码可以编译成wasm版本，并运行吗

您好，请问一下，理论上说，ncnn gpu 代码可以编译成wasm版本，并使用手机的GPU来运行吗？

How to deploy custom-data trained model?

Your work is really great but is it possible to use my own model with custom class?

Compile with given CMakeLists.txt

I'm trying to follow the emcc compiling process.
This is what I did.

1. Copy the include and lib folders from ncnn/build/install, paste them into a new folder ncnn in the root.
2. Run the following code in Terminal.

mkdir build
cd build
emcmake cmake ..
emmake make 

Now the error returned is:

make: make
Scanning dependencies of target yolov5
[ 50%] Building CXX object CMakeFiles/yolov5.dir/yolov5.cpp.o
[100%] Linking CXX executable yolov5.js
wasm-ld: error: unable to find library -lOpenMP::OpenMP_CXX
em++: error: '/home/zekun/Documents/emsdk/upstream/bin/wasm-ld -o yolov5.wasm CMakeFiles/yolov5.dir/yolov5.cpp.o -L/home/zekun/Documents/emsdk/upstream/emscripten/system/local/lib ../ncnn/lib/libncnn.a -L/home/zekun/Documents/emsdk/upstream/emscripten/cache/wasm -lOpenMP::OpenMP_CXX /home/zekun/Documents/emsdk/upstream/emscripten/cache/wasm/libc-mt.a /home/zekun/Documents/emsdk/upstream/emscripten/cache/wasm/libcompiler_rt-mt.a /home/zekun/Documents/emsdk/upstream/emscripten/cache/wasm/libc++-mt-noexcept.a /home/zekun/Documents/emsdk/upstream/emscripten/cache/wasm/libc++abi-mt-noexcept.a /home/zekun/Documents/emsdk/upstream/emscripten/cache/wasm/libdlmalloc-mt.a /home/zekun/Documents/emsdk/upstream/emscripten/cache/wasm/libpthread-mt.a /home/zekun/Documents/emsdk/upstream/emscripten/cache/wasm/libc_rt_wasm.a /home/zekun/Documents/emsdk/upstream/emscripten/cache/wasm/libsockets-mt.a -mllvm -combiner-global-alias-analysis=false -mllvm -enable-emscripten-sjlj -mllvm -disable-lsr --allow-undefined --import-memory --shared-memory --strip-debug --export-table --export yolov5_ncnn --export stackSave --export stackRestore --export stackAlloc --export __wasm_call_ctors --export fflush --export __errno_location --export emscripten_get_global_libc --export __pthread_tsd_run_dtors --export pthread_self --export __emscripten_pthread_data_constructor --export emscripten_futex_wake --export emscripten_stack_set_limits --export memalign --export malloc --export free --export setThrew --export emscripten_main_thread_process_queued_calls --export _ZSt18uncaught_exceptionv --export __cxa_find_matching_catch --export __cxa_is_pointer_type --export __cxa_can_catch -z stack-size=5242880 --initial-memory=1073741824 --no-entry --max-memory=1073741824 --global-base=1024' failed (1)
CMakeFiles/yolov5.dir/build.make:98: recipe for target 'yolov5.js' failed
make[2]: *** [yolov5.js] Error 1
CMakeFiles/Makefile2:67: recipe for target 'CMakeFiles/yolov5.dir/all' failed
make[1]: *** [CMakeFiles/yolov5.dir/all] Error 2
Makefile:83: recipe for target 'all' failed
make: *** [all] Error 2

I'm not sure where the OpenMP dependence comes from. May I know is there any suggestion?
Thank you so much!

Using with a custom trained version of yolo5

I have used Colab to train yolo5 to detect custom objects using the official Ultralytics Colab.

Could you please help me understand how to convert the model into the appropriate format to be consumed by this example?

Yolov5 work

Hi Nihui
Sorry about this approach
I need help with yolov5 and iOS would you help please this is a paid work likely to be completed in a day. I also tried to access you on discord please accept
Thank you

WebAssembly.instantiate(): invalid value type 's128', enable with --experimental-wasm-simd @+653). Build with -s ASSERTIONS=1 for more info.

我在浏览器中运行样例的时候遇到了如下的错误，自己编译完之后的模型运行也是这种情况，不知道怎么解决了，能不能帮我看一下
错误情况如下：

yolov5.js:1 Uncaught (in promise) RuntimeError: abort(CompileError: WebAssembly.instantiate(): invalid value type 's128', enable with --experimental-wasm-simd @+653). Build with -s ASSERTIONS=1 for more info.
at abort (http://127.0.0.1:8899/yolov5.js:1:18831)
at http://127.0.0.1:8899/yolov5.js:1:20818
abort @ yolov5.js:1
(anonymous) @ yolov5.js:1
Promise.then (async)
instantiateArrayBuffer @ yolov5.js:1
instantiateAsync @ yolov5.js:1
createWasm @ yolov5.js:1
(anonymous) @ yolov5.js:1
yolov5.js:1 Uncaught TypeError: Cannot read property 'malloc' of undefined
at Module._malloc (yolov5.js:1)
at HTMLVideoElement. (camera.html:94)

Too many results on predict image

After replacing your ncnn model with my own model (followed by your post https://zhuanlan.zhihu.com/p/471357671), the model predicts with a bunch of bounding boxes...

What version of Yolov5 model did you use?

Hi, I'm trying to use my own yolov5 model, so i wondering what version of yolov5 did you use in this repo?

Question about emcc compile with OpenCV

I tried to use emcc to compile *.cpp file which has been tested for NCNN real-time webcam object detection. However, the terminal returned some errors with libopencv.

wasm-ld: error: unknown file type: /usr/local/lib/libopencv_dnn.so
wasm-ld: error: unknown file type: /usr/local/lib/libopencv_highgui.so
wasm-ld: error: unknown file type: /usr/local/lib/libopencv_ml.so
wasm-ld: error: unknown file type: /usr/local/lib/libopencv_objdetect.so
wasm-ld: error: unknown file type: /usr/local/lib/libopencv_shape.so
wasm-ld: error: unknown file type: /usr/local/lib/libopencv_stitching.so
wasm-ld: error: unknown file type: /usr/local/lib/libopencv_superres.so
wasm-ld: error: unknown file type: /usr/local/lib/libopencv_videostab.so
wasm-ld: error: unknown file type: /usr/local/lib/libopencv_calib3d.so
wasm-ld: error: unknown file type: /usr/local/lib/libopencv_videoio.so
wasm-ld: error: unknown file type: /usr/local/lib/libopencv_imgcodecs.so
wasm-ld: error: unknown file type: /usr/local/lib/libopencv_features2d.so
wasm-ld: error: unknown file type: /usr/local/lib/libopencv_video.so
wasm-ld: error: unknown file type: /usr/local/lib/libopencv_photo.so
wasm-ld: error: unknown file type: /usr/local/lib/libopencv_imgproc.so
wasm-ld: error: unknown file type: /usr/local/lib/libopencv_flann.so
wasm-ld: error: unknown file type: /usr/local/lib/libopencv_core.so

Did anyone else meet this issue? Or actually emcc doesn't support OpenCV as a part of the reference?
It looks like the code which the author used has no OpenCV dependence inside.

CMake Error at C:/Program Files/CMake/share/cmake-3.26/Modules/CMakeDetermineSystem.cmake:154 (message):

D:\Downloads\Compressed\ncnn-webassembly-yolov5\build>cmake -DCMAKE_TOOLCHAIN_FILE=$EMSDK/upstream/emscripten/cmake/Modules/Platform/Emscripten.cmake -DWASM_FEATURE=basic ..
CMake Warning (dev) at CMakeLists.txt:1 (project):
cmake_minimum_required() should be called prior to this top-level project()
call. Please see the cmake-commands(7) manual for usage documentation of
both commands.
This warning is for project developers. Use -Wno-dev to suppress it.

CMake Error at C:/Program Files/CMake/share/cmake-3.26/Modules/CMakeDetermineSystem.cmake:154 (message):
Could not find toolchain file:
$EMSDK/upstream/emscripten/cmake/Modules/Platform/Emscripten.cmake
Call Stack (most recent call first):
CMakeLists.txt:1 (project)

-- Configuring incomplete, errors occurred!

我用windows在进行到这一步时，就报错了
cmake -DCMAKE_TOOLCHAIN_FILE=$EMSDK/upstream/emscripten/cmake/Modules/Platform/Emscripten.cmake -DWASM_FEATURE=basic ..
make -j4

我试了很久，一直没有解决，希望大佬们能够解决，谢谢