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![The architecture of MR-YOLO [11]. | Download Scientific Diagram](http://library.vu.edu.pk/cgi-bin/nph-proxy.cgi/000100A/http/www.bing.com/images/search=3fview=3ddetailV2&id=3d23F7F535F4742B8A18FD2B93910BEB3D056F0387&thid=3dOIP.iiXU4763f0aBHV1Ds7J1aQHaG5&mediaurl=3dhttps=253a=252f=252fwww.researchgate.net=252fpublication=252f379405827=252ffigure=252ffig3=252fAS=253a11431281232510730=25401711732013345=252fThe-architecture-of-MR-YOLO-11.png&exph=3d791&expw=3d850&q=3dadaptive+yolo+architecture&simid=3d608050774650479721&ck=3d55AF9F730A71E6928D72943908FCD068&itb=3d0&FORM=3dIVCLIG)
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![Original YOLO architecture [4] | Download Scientific Diagram](http://library.vu.edu.pk/cgi-bin/nph-proxy.cgi/000100A/http/www.bing.com/images/search=3fview=3ddetailV2&id=3d8C68BA6CB00F465A0A8C108DE73C0D43290346F5&thid=3dOIP.o5BEyrhB8fV-bUpVtNWWfAHaDH&mediaurl=3dhttps=253a=252f=252fwww.researchgate.net=252fpublication=252f342784379=252ffigure=252ffig1=252fAS=253a1051099477856256=25401627613052749=252fOriginal-YOLO-architecture-4.png&exph=3d358&expw=3d850&q=3dadaptive+yolo+architecture&simid=3d608004517863172361&ck=3d3A0E4D6C5B1DA2E3CF77DCD3EF28B134&itb=3d0&FORM=3dIVCLIG)
![YOLO network architecture (adapted from [44]). | Download Scientific ...](http://library.vu.edu.pk/cgi-bin/nph-proxy.cgi/000100A/http/www.bing.com/images/search=3fview=3ddetailV2&id=3d497D13E2F1D8BA9D76D5D03E84F80039354465DD&thid=3dOIP.L1YVCAXHNvqeVrGgKFt6CQHaC7&mediaurl=3dhttps=253a=252f=252fwww.researchgate.net=252fpublication=252f330484322=252ffigure=252ffig1=252fAS=253a716474243108866=25401547832179294=252fYOLO-network-architecture-adapted-from-44.png&exph=3d336&expw=3d850&q=3dadaptive+yolo+architecture&simid=3d608050212009282565&ck=3d2DA78FBFB3FA3148BF93C32EF5AE21F1&itb=3d0&FORM=3dIVCLIG)
![YOLO network architecture (adapted from [44]). | Download Scientific ...](http://library.vu.edu.pk/cgi-bin/nph-proxy.cgi/000100A/http/www.bing.com/images/search=3fview=3ddetailV2&id=3d497D13E2F1D8BA9D76D5B80F31A2B1CCCDC0EE03&thid=3dOIP.t0YvXolyP60nvTMnBcWjgQHaHa&mediaurl=3dhttps=253a=252f=252fwww.researchgate.net=252fpublication=252f350869292=252ffigure=252ffig2=252fAS=253a1012490594947075=25401618407977190=252fSchematic-representation-of-the-proposed-scheme_Q640.jpg&exph=3d640&expw=3d640&q=3dadaptive+yolo+architecture&simid=3d608045728102705987&ck=3dED658B6749FB350459FEC4061854F356&itb=3d0&FORM=3dIVCLIG)
![[Image - 301154] | YOLO | Know Your Meme](http://library.vu.edu.pk/cgi-bin/nph-proxy.cgi/000100A/http/www.bing.com/images/search=3fview=3ddetailV2&id=3dA98B565A7B4C20F12FC02145CF67C67AF7F5E787&thid=3dOIP.eRRldE2pTghdBt0tNKNf2AHaJQ&mediaurl=3dhttps=253a=252f=252fi.kym-cdn.com=252fphotos=252fimages=252ffacebook=252f000=252f301=252f154=252fc88.jpg&exph=3d750&expw=3d600&q=3dyolo+meme&simid=3d608018291803715895&ck=3dAAD661248E7F580CBF94852A08D931EF&itb=3d0&FORM=3dIVCLIG)
![[Image - 273231] | YOLO | Know Your Meme](http://library.vu.edu.pk/cgi-bin/nph-proxy.cgi/000100A/http/www.bing.com/images/search=3fview=3ddetailV2&id=3dBF01F6E085B0D23474333F36DF60245C132BC8BD&thid=3dOIP.QsVBrOsf17xnBfWmD1rgLwAAAA&mediaurl=3dhttps=253a=252f=252fi.kym-cdn.com=252fphotos=252fimages=252fnewsfeed=252f000=252f273=252f231=252f96f.png&exph=3d394&expw=3d397&q=3dyolo+meme&simid=3d608014387743102461&ck=3dD99DB5A22A3548E772F3FCB7C9576457&itb=3d0&FORM=3dIVCLIG)
![[Image - 262920] | YOLO | Know Your Meme](http://library.vu.edu.pk/cgi-bin/nph-proxy.cgi/000100A/http/www.bing.com/images/search=3fview=3ddetailV2&id=3d0271872876F9FAD2E03241E2C4EB93AC8BA0739E&thid=3dOIP.2NYeH8YhDAL6JVPNrSKOzwHaFj&mediaurl=3dhttps=253a=252f=252fi.kym-cdn.com=252fphotos=252fimages=252foriginal=252f000=252f262=252f920=252f625.jpg&exph=3d413&expw=3d550&q=3dyolo+meme&simid=3d608020581058823227&ck=3dF3F705E090AD04EE191223B350DFC500&itb=3d0&FORM=3dIVCLIG)
![[Image - 262945] | YOLO | Know Your Meme](http://library.vu.edu.pk/cgi-bin/nph-proxy.cgi/000100A/http/www.bing.com/images/search=3fview=3ddetailV2&id=3dC262D2E18BD0F5A0C778DF10E1CCF408A405DC3C&thid=3dOIP.iyXKitXFv5kmZa83RYXL5QHaLX&mediaurl=3dhttp=253a=252f=252fi0.kym-cdn.com=252fphotos=252fimages=252ffacebook=252f000=252f262=252f945=252fa8f.jpg&exph=3d921&expw=3d600&q=3dyolo+meme&simid=3d607995223599429237&ck=3dF086702B9A826FF70EB59CBF7E4224AC&itb=3d0&FORM=3dIVCLIG)
![[Image - 348999] | YOLO | Know Your Meme](http://library.vu.edu.pk/cgi-bin/nph-proxy.cgi/000100A/http/www.bing.com/images/search=3fview=3ddetailV2&id=3d456CEC8EE6CFF7734E28CA4698ABC80D33095054&thid=3dOIP.cUO7TNcOVVznckS6-St7yQHaJc&mediaurl=3dhttps=253a=252f=252fi.kym-cdn.com=252fphotos=252fimages=252ffacebook=252f000=252f348=252f999=252f17d.png&exph=3d916&expw=3d718&q=3dyolo+meme&simid=3d608046660062025050&ck=3d7973CFE20615AFE3BDEA385CDC265716&itb=3d0&FORM=3dIVCLIG)
![Performance comparison of Yolo-based models [19]. | Download Scientific ...](http://library.vu.edu.pk/cgi-bin/nph-proxy.cgi/000100A/http/www.bing.com/images/search=3fview=3ddetailV2&id=3d801B33DB2C1C4FD6B64F45952DBBA5B11149E145&thid=3dOIP.dZdZ6naP1OCpiRG4obkzZQHaE8&mediaurl=3dhttps=253a=252f=252fwww.researchgate.net=252fpublication=252f374484296=252ffigure=252ffig3=252fAS=253a11431281196235319=25401696596976655=252fPerformance-comparison-of-Yolo-based-models-19.jpg&exph=3d567&expw=3d850&q=3dadaptive+yolo+performance&simid=3d608051255696315946&ck=3d56B67306D4295BA6311A78D951F1D106&itb=3d0&FORM=3dIVCLIG)
![Performance comparison of Yolo-based models [19]. | Download Scientific ...](http://library.vu.edu.pk/cgi-bin/nph-proxy.cgi/000100A/http/www.bing.com/images/search=3fview=3ddetailV2&id=3d801B33DB2C1C4FD6B64FC252B9F3EBDA69C57D02&thid=3dOIP._vlQkPiuHdLRGU89KplbYAAAAA&mediaurl=3dhttps=253a=252f=252fwww.researchgate.net=252fpublication=252f374484296=252ffigure=252ffig3=252fAS=253a11431281196235319=25401696596976655=252fPerformance-comparison-of-Yolo-based-models-19_Q320.jpg&exph=3d320&expw=3d320&q=3dadaptive+yolo+performance&simid=3d608034483864150900&ck=3d48C2869C60F1BEA58654132D0D8474B2&itb=3d0&FORM=3dIVCLIG)
![YOLO architecture [9]. | Download Scientific Diagram](http://library.vu.edu.pk/cgi-bin/nph-proxy.cgi/000100A/http/www.bing.com/images/search=3fview=3ddetailV2&id=3dA2576AF4C2120DA3BE97363629FE7545F9B34D6C&thid=3dOIP.wT-dgOo_ShwipcMNbzZlYgHaHa&mediaurl=3dhttps=253a=252f=252fwww.researchgate.net=252fprofile=252fHaris-M-Khalid=252fpublication=252f333062519=252ffigure=252ffig2=252fAS=253a761132453212163=25401558479526141=252fOptimal-control-of-degrees-of-motion-using-augmented-Lagrangian_Q640.jpg&exph=3d606&expw=3d606&q=3dadaptive+yolo+performance&simid=3d608003611632300197&ck=3d0B0135CA8FB685B21C599ECC231C5D01&itb=3d0&FORM=3dIVCLIG)
![Comparison of YOLO-based algorithms [21]. | Download Scientific Diagram](http://library.vu.edu.pk/cgi-bin/nph-proxy.cgi/000100A/http/www.bing.com/images/search=3fview=3ddetailV2&id=3d86AA68944628A1D813ADFC90352F6EF893CFB4F1&thid=3dOIP.AJ5vt4fOejDrD97VQN5t4wAAAA&mediaurl=3dhttps=253a=252f=252fwww.researchgate.net=252fpublication=252f376968398=252ffigure=252ffig3=252fAS=253a11431281215084176=25401703941971206=252fComparison-of-YOLO-based-algorithms-21_Q320.jpg&exph=3d320&expw=3d320&q=3dadaptive+yolo+performance&simid=3d608030691418518473&ck=3d128B72994BDB682DDFED3347F7DFA477&itb=3d0&FORM=3dIVCLIG)
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