Incamake
Ijwi ryibintu byerekana amajwi (SED) byerekana amajwi aboneka mumajwi yamajwi nigihe atangiye agahagarara. Ihindura amajwi mbisi mubihe byanditseho, bigafasha imashini gusobanukirwa na acoustic.
Ijwi ryibintu byumvikana byicaye mumajwi-AI akazi gahindura imvugo, umuziki, nijwi ryitumanaho, kugerwaho, no gukora itangazamakuru.
Kwibira cyane
Ijwi ryibyabaye gutahura birenze gushushanya clip ifite ikirango; irerekana ibihe byo gutangira no guhagarika ibihe bya buri gikorwa, nkimbwa itontoma kuva amasegonda 2.1 kugeza 3.4 mugihe imodoka inyura inyuma. Iki ni ikibazo cya polifonique kuko amajwi menshi arenga ashobora kugaragara icyarimwe, moderi rero igomba gukora ibirango byinshi icyarimwe. Sisitemu isanzwe itozwa kuri datasets nka AudioSet, DESED, cyangwa UrbanSound8K. Ikibazo cya DCASE ngarukamwaka cyateye byinshi murwego rwo gutera imbere. Porogaramu iratandukanye kuva ubwenge bwurugo-bwimenyekanisha hamwe no gukurikirana ibinyabuzima kugeza imashini-ikora amakosa. Ikibazo gikomeje ni ikimenyetso cyoroshye, aho amashusho yerekana ko ikintu cyabaye ariko atari igihe.
Ubushishozi
Umuyoboro usanzwe wa SED uhindura amajwi muri log-mel ya spekrogramu, hanyuma ukayigaburira umuyoboro uhoraho woguhindura imitsi (CRNN) cyangwa, cyane, uhindura. Ibice bya CNN bifata umwanya wigihe-mugihe mugihe cyisubiramo cyangwa cyitonderwa cyicyitegererezo cyigihe gito, gisohoka kuri buri kintu gishoboka kuri buri cyiciro cyicyiciro. Kugirango wige igihe nyacyo uhereye kubintu byanditseho intege nke, moderi ikoresha urugero-rwinshi rwo kwiga no kwitondera guhuriza hamwe, ugereranya ibikorwa-urwego rwibikorwa kuva clip-urwego.
Kumenya amajwi y'ibyabaye
Ijwi ryibintu byerekana amajwi (SED) byerekana amajwi aboneka mumajwi yamajwi nigihe atangiye agahagarara. Ihindura amajwi mbisi mubihe byanditseho, bigafasha imashini gusobanukirwa na acoustic. Ijwi ryibintu byumvikana byicaye mumajwi-AI akazi gahindura imvugo, umuziki, nijwi ryitumanaho, kugerwaho, no gukora itangazamakuru. Kugirango wubake byimbitse, fata amajwi yibyabaye nkicyitegererezo gikora, ntabwo ari ikintu kimwe: gusobanura ibyagezweho, gusobanura ibitekerezo, no gutandukanya ibyo sisitemu ishobora gukora byizewe nibisaba guca imanza zinzobere.
Mu myitozo, amakipe akomeye akoresha amajwi y'ibyabaye bifata ubuziranenge, ubukererwe, no kwemererwa nkibice byingenzi byingamba zo kohereza. Bandika ibipimo ngenderwaho byerekana intsinzi, bagerageza kurwanya amakuru afatika hamwe nakazi keza, kandi bagasubiramo bashingiye kubikorwa byagaragaye ko batsinzwe aho gutsinda inshuro imwe. Aha niho imyumvire yubumenyi ihinduka mubushobozi burambye kubicuruzwa, politiki, nibikorwa.
Itezimbere kugerwaho binyuze mu kwandukura, kuvuga, no guhuza amajwi. Mugihe kimwe, gukoresha nabi amajwi no kwigira ibyago byiyongera mugihe uruhushya rubuze. Uburyo bukomeye cyane ni uguhuza umuvuduko wikigereranyo hamwe na disipuline yimiyoborere: kuyobora abaderevu, gufata ibimenyetso, gutangaza ibyemezo byicyemezo, no gukomeza kuvugurura uburyo bwo kwirinda nkimyitwarire yicyitegererezo, ibyo abakoresha bategereje, nibisabwa n'amategeko bigenda bihinduka.
Ingaruka z'Ingamba
Itezimbere kugerwaho binyuze mu kwandukura, kuvuga, no guhuza amajwi.
Itezimbere kugerwaho binyuze mu kwandukura, kuvuga, no guhuza amajwi. Mubikorwa byujuje ubuziranenge, ibi bihindurwa mumategeko agenga imikorere, imipaka nyirubwite, hamwe n'imihango yo gusubiramo kenshi kugirango amakipe ashobore kwigirira ikizere aho gupima ibidasobanutse.
Amatsinda yibitangazamakuru arashobora kohereza amajwi yihuse hamwe na bije nto.
Amatsinda yibitangazamakuru arashobora kohereza amajwi yihuse hamwe na bije nto. Mubikorwa byujuje ubuziranenge, ibi bihindurwa mumategeko agenga imikorere, imipaka nyirubwite, hamwe n'imihango yo gusubiramo kenshi kugirango amakipe ashobore kwigirira ikizere aho gupima ibidasobanutse.
Sisitemu ireba abakiriya irashobora gutunganya imikoranire ivugwa murwego runini.
Sisitemu ireba abakiriya irashobora gutunganya imikoranire ivugwa murwego runini. Mubikorwa byujuje ubuziranenge, ibi bihindurwa mumategeko agenga imikorere, imipaka nyirubwite, hamwe n'imihango yo gusubiramo kenshi kugirango amakipe ashobore kwigirira ikizere aho gupima ibidasobanutse.
Gushyira mu bikorwa Isi
Ibikoresho byubwenge-murugo hamwe nibikoresho bifasha kumva bikangurira abakoresha itabi, kumena ibirahuri, cyangwa umwana urira
Sisitemu yo gukurikirana ibinyabuzima byerekana inyoni, inyanja, cyangwa udukoko duhamagarira gukurikirana ibinyabuzima bitandukanye mu gasozi
Ibikoresho byo guteganya ibintu byerekana amajwi adasanzwe yimashini kumagorofa mbere yuko ibikoresho binanirwa
Imiyoboro ikurikirana urusaku rwimijyi ishyira sirena, urusaku rwamasasu, traffic, nubwubatsi bwo gutegura umujyi
Uburyo bwo Gushyira mu bikorwa
Kumenya ibyabaye neza mubikorwa
Ibikoresho byubwenge-murugo hamwe nibikoresho bifasha kumva bikangurira abakoresha itabi, kumena ibirahuri, cyangwa umwana urira.
Ibikoresho byubwenge-murugo hamwe no kumva-bifasha abimenyesha abakoresha kunywa itabi, kumena ibirahuri, cyangwa umwana urira Amakipe akunze kubona ibisubizo byiza iyo asobanuye ibipimo ngenderwaho byimbere, agakomeza inzira yo kuzamura abantu kubibazo, kandi akurikirana inyungu zibyara umusaruro hamwe nibiciro byamakosa mugihe runaka.
Kumenya ibyabaye neza mubikorwa
Sisitemu yo gukurikirana ibinyabuzima byerekana inyoni, inyanja, cyangwa udukoko duhamagarira gukurikirana ibinyabuzima bitandukanye mu gasozi.
Sisitemu yo gukurikirana bioacoustic itahura inyoni, balale, cyangwa udukoko twahamagaye kugirango dukurikirane ibinyabuzima bitandukanye mu makipe yo mu gasozi ubusanzwe bigera ku musaruro mwiza iyo bisobanuye ibipimo ngenderwaho by’imbere, bikomeza inzira yo kuzamura abantu ku manza, kandi bikurikirana inyungu ziva mu musaruro hamwe n’ikosa ryakozwe mu gihe runaka.
Kumenya ibyabaye neza mubikorwa
Ibikoresho byo guteganya ibintu byerekana amajwi adasanzwe yimashini kumagorofa mbere yuko ibikoresho binanirwa.
Ibikoresho byo guteganya ibintu byerekana amajwi adasanzwe yimashini hasi yuruganda mbere yuko ibikoresho byananirana Amakipe ubusanzwe abona ibisubizo byiza iyo asobanuye ibipimo ngenderwaho byimbere imbere, agakomeza inzira yo kuzamura abantu kubibazo, kandi akurikirana inyungu zibyara umusaruro nibiciro byigihe.
Kumenya ibyabaye neza mubikorwa
Imiyoboro ikurikirana urusaku rwimijyi ishyira sirena, urusaku rwamasasu, traffic, nubwubatsi bwo gutegura umujyi.
Imiyoboro ikurikirana urusaku rwimijyi itondekanya sirena, urusaku rwamasasu, umuhanda, nubwubatsi bwibishushanyo mbonera byumujyi Amakipe akunze kubona umusaruro ushimishije iyo asobanuye ibipimo ngenderwaho byimbere, agakomeza inzira yo kuzamura abantu kubibazo, kandi akurikirana inyungu zibyara umusaruro nibiciro byamakosa mugihe runaka.
Ingaruka & Kurinda
Gukoresha nabi amajwi no kwigira ibyago byiyongera mugihe uruhushya rubuze.
Ukuri kurashobora kugabanuka hejuru yimvugo, imvugo, cyangwa urusaku rwibidukikije.
Amajwi yubukorikori arashobora kwibeshya kumvugo yukuri nta kirango gisobanutse.
Igishushanyo mbonera
Shaka uruhushya rusobanutse rwo gufata amajwi, gukoroniza, no gukoresha.
Shaka uruhushya rusobanutse rwo gufata amajwi, gukoroniza, no gukoresha. Fata buri ntambwe nk irembo ryibimenyetso: niba ibipimo bitujujwe, hagarika kuzenguruka, funga icyuho, hanyuma noneho wagure imikoreshereze.
Ikizamini cyiza mubiganiro bitandukanye hamwe nuburyo bwimbere.
Ikizamini cyiza mubiganiro bitandukanye hamwe nuburyo bwimbere. Fata buri ntambwe nk irembo ryibimenyetso: niba ibipimo bitujujwe, hagarika kuzenguruka, funga icyuho, hanyuma noneho wagure imikoreshereze.
Sobanura igihe umuntu agomba gusuzuma cyangwa kwemeza ibisubizo.
Sobanura igihe umuntu agomba gusuzuma cyangwa kwemeza ibisubizo. Fata buri ntambwe nk irembo ryibimenyetso: niba ibipimo bitujujwe, hagarika kuzenguruka, funga icyuho, hanyuma noneho wagure imikoreshereze.
Andika amajwi yubukorikori kandi ugumane inyandiko zerekana kubazwa.
Andika amajwi yubukorikori kandi ugumane inyandiko zerekana kubazwa. Fata buri ntambwe nk irembo ryibimenyetso: niba ibipimo bitujujwe, hagarika kuzenguruka, funga icyuho, hanyuma noneho wagure imikoreshereze.