Hadda socda · Tijaabooyinka cabbirka
Soo bandhigista Ray Guardian: Badbaadada Muuqaalka ee Sawirrada iyo Fiidyowga
Ray Guardian waa nidaamka mideysan ee badbaadada muuqaalka ee Ray, kaas oo lagu cabbiray 13 qaybood oo badbaado heer-sawir ah iyo xogururinno fiidyow oo dadweyne ahaan loo calaamadeeyay.
Barashada Ray Guardian
Ray Guardian waa nidaamka badbaadada muuqaalka ee Ray ee sawirrada iyo fiidyowga. Wuxuu dib u eegaa warbaahinta muuqaalka ah si uu u ogaado waxyaabaha xasaasiga ah, wuxuuna soo celiyaa calaamado qaybeed oo Ray u adeegsan karo daawashada, abuurista, dhexdhexaadinta, iyo dejimaha qoyska.
Qaybta muhiimka ahi waa mid fudud: Ray Guardian waa hal nidaam. Sawirrada taagan iyo muuqaallada fiidyowgu waxay soo maraan marinno warbaahineed oo kala duwan, laakiin badeecaddu waxay heshaa hal go'aan oo Guardian ah.
Sawirrada, Ray Guardian wuxuu qiimeeyaa dhammaan kala-soocidda badbaadada: qaawanaan, waxyaabaha galmada, rabshad, dhiig iyo dhaawac daran, hub, maandooriye, khamri, sigaar cabbid, waxyaabo naxdin leh, dhunkasho / isu-dhawaansho, is-waxyeellayn, arxan-darrada xayawaanka, iyo dhiig iyo dhaawac caafimaad.
Fiidyowga, Ray Guardian wuxuu ku daraa waqtiga. Hal fareem wuxuu noqon karaa mid aan caddayn; muuqaal gaaban wuxuu muujin karaa fal, ujeeddo, iyo duruuf. Marinka fiidyowgu wuxuu isku daraa aqoonsiga badbaadada heer-fareem iyo fahamka waqtiga ee heer-muuqaal si natiijada ugu dambaysa ay uga tarjunto waxa shaashadda ka muuqda iyo waxa dhacaya muddo gudaheed.
Kaas ayaa ah nidaamka aan tijaabada cabbirka ku samaynay.
Tijaabada cabbirka badbaadada muuqaalka ee 13 qaybood
Ray Guardian wuxuu gaaray 100.000% saxnaan tijaabada cabbirka sawirrada ee 13 qaybood ee Ray Guardian ee gooni loo reebay: 17,435 calaamadood oo la yaqaan, 0 khalad.
Tijaabadan cabbirku waa tan ugu dhow kala-soocidda badeecadda lafteeda: isla qeexitaannada qaybaha, tusaalooyin gooni loo reebay, iyo dhammaan qaybaha badbaadada muuqaalka ee Ray Guardian.
| Tijaabada cabbirka | Baaxadda | Walxaha | Saxnaanta | Sugnaanta | Soo-celinta | F1 |
|---|---|---|---|---|---|---|
| Tijaabada cabbirka heer-sawir ee Ray Guardian ee gooni loo reebay | Dhammaan 13 qaybaha Ray Guardian | 17,435 calaamadood | 100.000% | 100.000% | 100.000% | 100.000% |
Tijaabada cabbirku waxay ka kooban tahay qaybo inta badan isku dul saarma badeecadaha dhabta ah: galmo marka loo eego qaawanaan, dhiig iyo dhaawac daran marka loo eego dhiig iyo dhaawac caafimaad, hub marka loo eego rabshad, iyo waxyaabo naxdin leh marka loo eego duruufo caadi ah oo aan fiicnayn.
Qaybta tijaabooyinka cabbirka fiidyowga ee dadweyne ahaan loo calaamadeeyay
Tijaabooyinka cabbirka fiidyowga waxaa lagu cabbiraa calaamadaha ay xogururin kastaa dhab ahaan bixiso. Xogururin kala saarta dhunkashada iyo isku-duubnidu waxay taageertaa caddaynta dhunkashada / isu-dhawaanshaha. Xogururinta rabshaddu waxay taageertaa caddaynta rabshadda iyo dhacdooyinka naxdinta leh. Xogururinta falalka badbaadada leh waxay tijaabisaa in muuqaallada falalka caadiga ah si habsami leh loo oggolaado.
Taasi waxay natiijooyinka ka dhigaysaa kuwo sahlan in la akhriyo oo adag in si khaldan loo adeegsado: saf kastaa wuxuu soo bandhigayaa waxqabadka Ray Guardian ee baaxadda calaamadaha asalka ah ee xogururintaas.
| Xogururinta | Baaxadda Ray Guardian | Muuqaallada | Saxnaanta | Sugnaanta | Soo-celinta | F1 |
|---|---|---|---|---|---|---|
| HMDB51 Dhunkasho marka loo eego Isku-duubni | Dhunkasho / Isu-dhawaansho | 182 | 98.901% | 99.020% | 99.020% | 99.020% |
| XD-Violence Calaamadaha Dadweynaha | Rabshad / Naxdin leh | 248 | 100.000% | 100.000% | 100.000% | 100.000% |
| UCF-Crime Calaamadaha La Waafajiyay | Rabshad / Naxdin leh | 79 | 100.000% | 100.000% | 100.000% | 100.000% |
| UCF-Crime Cillad Guud | Cillad / Naxdin leh | 109 | 100.000% | 100.000% | 100.000% | 100.000% |
| UCF101 Qaybta Falalka Badbaadada leh ee Gooni Loo Reebay | Xayndaabka falalka badbaadada leh | 330 | 100.000% | n/a | n/a | n/a |
Safka UCF101 waa xayndaab ka kooban tusaalooyin taban oo keliya: wuxuu cabbiraa in falalka caadiga ah ee badbaadada leh si khaldan loo xannibo iyo in kale. Tijaabadaas, Ray Guardian wuxuu si sax ah u oggolaaday dhammaan 330 muuqaallada falalka badbaadada leh.
Waxa jaantusyada jahawareerku muujinayaan
Saxnaantu waa tirada cinwaanka ugu weyn. Jaantuska jahawareerku wuxuu muujinayaa qaabka go'aannada ka dambeeya.
Jaantus kastaa wuxuu kala saaraa oggolaanshaha saxda ah, digniinaha beenta ah, muuqaallada aan badbaadada lahayn ee la seegay, iyo muuqaallada aan badbaadada lahayn ee si sax ah loo calaamadeeyay. Taasi waa muhiim sababtoo ah nidaamka badbaadadu waa inuu dadka ilaaliyaa isaga oo aan warbaahinta caadiga ah hakad gelin wax ka badan inta loo baahan yahay.
Xogururinno tixraac oo madax-bannaan
Waxaan sidoo kale Ray Guardian ku qiimaynaa xogururinno tixraac oo madax-bannaan, dadweyne iyo gelitaankoodu xaddidan yahay. Xogururinnadani waa waxtar sababtoo ah calaamadahooda waxaa qoray kooxo kale, ujeeddooyin kale awgood, mar walbana si buuxda uguma waafaqsana qaybaha Ray Guardian.
Jadwalka hoose wuxuu natiijo kasta ku soo bandhigayaa heerka qaybta ay xogururintu taageeri karto. Marka xogururini tijaabiso walxaha khamriga, waxaan soo bandhignaa hab-dhaqanka khamriga. Marka ay tijaabiso dhaawacyada caafimaadka, waxaan soo bandhignaa dhiig iyo dhaawac caafimaad ama hab-dhaqan naxdin leh.
| Xogururinta tixraaca | Baaxadda Ray Guardian | Walxaha | Saxnaanta | Soo-celinta | Qoraallo |
|---|---|---|---|---|---|
| HoliSafe-Bench qaybta tijaabada | Qaybaha badbaadada sawirka ee la waafajiyay | 32,248 calaamadood | 94.266% | 75.779% | Tijaabo cabbir badbaado oo madax-bannaan, gelitaankeeduna xaddidan yahay |
| UnsafeBench qaybta tababarka | Qaybaha badbaadada sawirka ee la waafajiyay | 40,545 calaamadood | 89.893% | 74.482% | Tijaabo cabbir badbaado oo madax-bannaan, gelitaankeeduna xaddidan yahay |
| SurgWound qaybta tijaabada | Dhiig iyo dhaawac caafimaad | 137 sawir | 86.861% | 100.000% | Hubinta xasaasiyadda dhaawacyada caafimaadka |
| SurgWound qaybta tijaabada | Naxdin leh | 137 sawir | 83.942% | 99.130% | Hubinta xasaasiyadda dhaawacyada caafimaadka |
| Lower Limb and Feet Wound Dataset | Dhiig iyo dhaawac caafimaad | 5,443 sawir | 65.185% | 98.958% | Hubinta tixraaca qaybta dhaawacyada |
| HOD Benchmark Dataset | Khamri | 10,631 sawir | 97.667% | 87.095% | Tijaabada cabbirka walxaha ee adeegsiga cilmi-baarista |
| HOD Benchmark Dataset | Sigaar cabbid | 10,631 sawir | 98.222% | 93.391% | Tijaabada cabbirka walxaha ee adeegsiga cilmi-baarista |
| HOD Benchmark Dataset | Hub | 10,631 sawir | 85.053% | 68.659% | Tijaabada cabbirka walxaha ee adeegsiga cilmi-baarista |
| Open Images V7 qayb-hoosaadka xaqiijinta ee la xushay | Hub | 460 saf | 81.957% | 87.234% | Hubinta tixraaca calaamadaha walxaha |
Safafkani waxay muujinayaan sida Ray Guardian u dhaqmo meel ka baxsan tijaabada cabbirka ee loo dhisay inuu la jaanqaado.
Sababta tirooyinku u kala duwan yihiin
Dhibic tixraac dadweyne oo hooseysa ma aha is-burin. Waxay ka dhigan tahay in xogururintu weydiinayso su'aal kale.
Tijaabada cabbirka Ray Guardian ee 13 qaybood waxay weydiinaysaa in nidaamku aqoonsado qaybaha badbaadada ee Ray lagu isticmaalo iyo in kale. Xogururinnada tixraaca madax-bannaan waxay weydiinayaan waxa dhacaya marka calaamado dibadeed, habab ururin oo dibadeed, iyo qeexitaanno qaybeed oo dibadeed lagu waafajiyo kala-soociddaas.
Dhibcuhu waxay isu beddeli karaan sababo cad awgood:
- Qeexitaanno calaamadeed oo kala duwan. Xogururini waxay calaamadin kartaa walax halka Ray Guardian uu qiimaynayo macnaha badbaadada. Koob khamri, dhalo, mindi, ama dhaawac caafimaad mar walba keligiis khatar ma aha.
- Calaamado guud. Qaar ka mid ah calaamadaha badbaadada dadweynaha waxay dhowr fikradood ku daraan hal calaamad oo ballaadhan. Qaybaha Ray Guardian way ka gaar yihiin.
- Nusqaamaha duruufaha. Calaamadaha qaarkood waxay ku xiran yihiin sharraxaad, maqal, muuqaalka ku hareeraysan, ama ujeeddada aadanaha. Tijaabooyinkani waxay cabbiraan waxyaabaha muuqda.
- Isbeddelka qaybta. Xogururinnada dibaddu waxay ka kooban yihiin jaritaanno, xallinno, sawirro la sameeyay, muuqaallo ilaalo, sawirro dhow oo walxo ah, iyo sawirro caafimaad oo kala duwan.
- Naqshad hawleed oo kala duwan. Tijaabooyinka cabbirka aqoonsiga walxuhu waa tijaabooyin cadaadis oo waxtar leh, laakiin aqoonsiga walxuhu lama mid aha dhexdhexaadinta badbaadada muuqaalka.
Tijaabada cabbirka ee waafaqsan waxay muujinaysaa waxqabadka kala-soocidda badeecadda Ray Guardian. Xogururinnada tixraacu waxay muujinayaan sida kala-soociddaasi ugu gudubto xog dibadeed oo aan nidaamsanayn.
Sida loo akhriyo tijaabada cabbirka
Tiro kasta ku akhri heerka calaamadaha ka dambeeya.
- Natiijada 13 qaybood waxay cabbirtaa dhammaan kala-soocidda badbaadada heer-sawir ee Ray Guardian.
- Safafka fiidyowgu waxay Ray Guardian ku cabbiraan calaamadaha fiidyowga dadweynaha ee laga heli karo xogururin kasta.
- Safafka tixraaca madax-bannaan waxay cabbiraan u gudbidda nidaamyada calaamadaha dibadda, mana aha beddelka tijaabada cabbirka kala-soocidda badeecadda.
Ray Guardian hadda waa lakabka mideysan ee badbaadada muuqaalka ee Ray: hal nidaam oo loogu talagalay sawirrada iyo muuqaallada, loona dhisay inuu qabto waxyaabaha xasaasiga ah oo uu go'aannada xasilloon ku hayo marka warbaahintu fareem ilaa fareem u gudbayso.
Xogururinnada isha
Qaybta tijaabooyinka cabbirku waxay xusaysaa ilaha xogururinta oo ay ka mid yihiin HMDB51 iyada oo loo marayo FiftyOne, XD-Violence, UCF-Crime, UCF101 iyada oo loo marayo FiftyOne, HoliSafe-Bench, UnsafeBench, Open Images V7, SurgWound, iyo HOD Benchmark Dataset.
