Chii chaizvo chinonzi Ground-Truth Transcript?

Ground-Truth Transcript yakatsanangura :

Sumo pfupi yeshoko rekuti "Ground Truth"

Wakambosangana neshoko rokuti "Ground truth" here? Tinogona kufungidzira zvazvingareva, imwe mhando yechokwadi chakakwana, chakakosha, chisingachinji, hwaro hwakasimba hwezvimwe zvokwadi? Asi, chokwadi chero chipi chingave chakanangana, sezvo zvese zvinogara zvichisefa kuburikidza nekududzira kwemukati? Zvakadini nezvechokwadi chakasimba uye zvine musoro, sainzi? Tinogona here kupa mharidzo ine chinangwa chechokwadi, nenzira isingawedzeri kana kutora chero chinhu? Sei vanhu vachibvunza mibvunzo iyi isingagoni kupindurwa nenzira yakananga, nokuti mhinduro imwe neimwe ichavimba nekakatanwa kakaoma kefungidziro youzivi, inogonawo kubvunzwa? Zvichida pane zvokwadi dzakawanda dzinofukidza rutivi rumwe chairwo rweicho chiri chaichoicho, uye dzinogona kushandiswa pamwe chete, dzinotsinhirana? Zvichida pane kunyange masisitimu akasiyana eruzivo, anogonesa kunyanya zvokwadi dzakasiyana? Kana paine mamwe maitiro ehupenyu ane manzwiro munzvimbo yakakura iyoyo, Chokwadi chavo chingave chakasiyana nechedu here? Isu taenda kure ne tangent, tinoziva, asi tipe mukana wekutsanangura kuti sei, uye pakupera kwechinyorwa iwe uchadzidza zvakawanda nezve Ground Chokwadi, uye kuti ine hukama sei neChokwadi muuzivi, mashandisirwo ainoitwa mukati. tsvagiridzo yesainzi, uye pakupedzisira, inonakidza application mumasevhisi ekunyora.

Yese iyi mibvunzo inovhiringidza yekusuma yakakosha panhaurirano huru yebazi rehuzivi inonzi epistemology, asi iri kunze kwechikamu chechinyorwa chazvino, sezvo isu tichadzikamisa chiyero chezvingangoitika zvezwi iri kune iro rinonyanya kushandiswa. mune sainzi uye tekinoroji, uye zvakare yakakosha kumunda wekunyora, sezvo ichi chiri kunyanya bhurogu nezve masevhisi ekunyora uye maitiro aanogona kuvandudza hupenyu hwako munzira dzakawanda.

Asi isu tinoda kuchengeta vaverengi vedu vakatendeka pamucheto, nekuvashamisa apo neapo neane edgy, kunyangwe achivhiringidza ndima dzehuzivi. Zvimwe vamwe venyu vari kutodzidza huzivi padanho repasikiriyiti, uye vava kuita hukama pakati pemutauro, uzivi, sainzi uye chokwadi chaicho, uye vari kuyedza kunzwisisa zvese. Usanetseka, hapana chikonzero chekumhanyisa, mhinduro yese ndeyechinguva, uye ichachinja nekufamba kwenguva. Zorora, dzokera muchigaro chako, mubhedha kana sofa, uye rega tikuudze nezveGround Chokwadi mune inonzwisisika, pragmatic mamiriro esainzi uye tekinoroji.

Ground Chokwadi uye nzira yesainzi

Iye zvino tichapa "chaiyo" tsananguro yezwi rinonakidza rekuti "Ground chokwadi" kubva pakuona kwesainzi uye tekinoroji, uye pakupedzisira, isu ticharatidza kuti izwi iri rinogona kushandiswa sei mumunda wekunyora.

Kuzvitaura zviri nyore, Ground Truth ishoko rinoshandiswa zvakanyanya munzvimbo dzakawanda dzesainzi nehuzivi, uye rinoreva rudzi irworwo rweruzivo rwunobva mukunyatsoona. Rimwe izwi reichi "humbowo hwehumbowo", uye hwakasiyana nerudzi irwo rweruzivo rwunove mhedzisiro yekufungidzira, iyo inosanganisira kufunga kwese kunoitwa a priori, kufungisisa, intuition, zvakazarurwa zvichingodaro. Empiricism inoita basa rakakosha muhuzivi hwesainzi, inosimbisa kukosha kwehumbowo, kunyanya kana ichibatanidza kuedza. Uyu ndiwo musimboti wenzira yesainzi, yakavakirwa pamusimboti wekuti marudzi ese efungidziro nedzidziso, kuti zvinzi ndezvechokwadi, zvinofanirwa kuedzwa uye zvichibva zvasimbiswa kuti ndezvechokwadi nekunyatsotarisisa, kwechinangwa chechikamu chepasirese. kuti inoedza kutsanangura, panzvimbo pokungotora mhedziso nedudziro chete kana kuti zvishoma kupfurikidza nokurangarira nedzidziso, isingatsigirwi noufakazi. Masayendisiti echisikigo anowanzo kutungamirwa nemisimboti ye empiricism, uye anowanzo kubvumirana kuti ruzivo runobva pane zvakaitika, uye kuti muhunhu hwayo, chero rudzi rweruzivo rwuri munzira probabilistic, tentative, inoshanduka nekufamba kwenguva kuburikidza nekuenderera mberi nekudzokorora uye dzimwe nguva kunyange. falsifications. Empirical research ndiyo musimboti wenzira yesainzi, pamwe chete nekuedza kwakanyatsodzorwa uye maturusi chaiwo uye midziyo yekuyera. Sezvo maonero esainzi asingabatanidzi nechero zvokwadi yakasimwa, isingaperi, asi nezvinhu zvinogona kuongororwa nekuwedzera kunyatsojeka uye ruvara, yakatungamira kufambira mberi kwetekinoroji kwebudiriro yemunhu, uye inogara ichimanikidza kupa zvakatowanda data uye kuumbwa. mubvunzo wakanyatsojeka pamusoro penyika yakatipoteredza. Zvisineyi, nzira yesainzi ine painogumira, haikwanise kuyera uye kunyatso kuyedza ruzivo rwekuzvibata rwakasiyana nemunhu wese, nekudaro haikwanise kupa mhinduro dzine musoro pamusoro pezvinoreva kuva munhu, uye mararamiro. hupenyu hwakanaka. Mibvunzo yakaita seiyi inobatwa nedzimwe nzira, inoongororwa zvine hungwaru nehuchenjeri, inotsanangurwa uye inopindurwa mumabhuku nehunyanzvi, kuti, kuburikidza nehunyanzvi hwayo hwekuita hunokwanisa kutaurirana uye kuenderana nepfungwa dzemunhu, mweya nemuviri.

Chero basa rakadzama uye rakagadzirwa zvakanaka reunyanzvi rinokwanisa kutaura chokwadi chakadzama uye chine revo nezveHupenyu neRufu uye nemamiriro emunhu zvakazara, asi mhinduro iyoyo haizombove yakasarudzika, nekuti chokwadi chakadaro mhedzisiro yekuumbwa kwechokwadi chinotungamira chakatungamira. munyori uye chokwadi chinomiririra chemuverengi, kana muoni kana muteereri. Nekudaro, mhedzisiro yehunyanzvi hwese hwakanaka ndeyekuwedzera uye kupfumisa fungidziro yechokwadi yemutengi weiyo art, sehurukuro yakanaka umo pasina divi rine chinangwa chekugutsa mumwe, asi ivo vaviri vanonzwa zvakanaka mushure, nekuti vakadzidza. chimwe chinhu chitsva, uye nekuwedzera kunzwisisa kwavo kwemaonero avo, nemaonero akasiyana anogonekawo. Kune huwandu husingagumi hwemaonero anogoneka pazvinhu zvakawanda, uye kana tichiedza kuona nyika kubva mumaonero akanyatsotsanangurwa emumwe munhu, tinoona mikana mitsva uye nzira dzezviripo, uye tinova tisinganyanyi kukanganiswa nemimvuri yepfungwa dzakatetepa uye kushaya imagination.

Statistics uye muchina kudzidza

Kudzokera kune zvinoshanda zvinorehwa ne "Ground truth", zvinogona kutaurwa kuti iri neimwe nzira izwi repfungwa rinogara richienderana neruzivo rwagara rwuripo rwechokwadi. Nemazwi akareruka, zvine chekuita nemhinduro dzinozivikanwa maererano nemubvunzo chaiwo, unogona kutsanangurwa semhedzisiro inotarisirwa, mhinduro yakanakisa. Izvi zvinogona, semuenzaniso, kushandiswa mumhando dzakasiyana dzehuwandu kuratidza kana kuramba chero mhando yefungidziro dzekutsvagisa.

Mune chero mhando yekuyedza seizvi, izwi rekuti "ground chokwadi" rinoshandiswa kuratidza nzira iyo data chaiyo, chinangwa uye inogoneka, inounganidzwa nechinangwa chekuona imwe empical data. Isu tinogona, semuenzaniso, kuedza kuyedza mashandiro eimwe stereo yekuona sisitimu, kamera mudziyo unoshandiswa kufungidzira 3D nzvimbo dzezvinhu. Muchiitiko ichi, "chokwadi chepasi" ndicho chakakosha, chinangwa chekutarisa, uye chinopihwa nekushandisa data kubva kune laser rangefinder, chishandiso chakanyanya kuomarara uye chakarurama kupfuura kamera system. Isu tinofananidza kuita kwekamera system nekuita kwakanakisa kwakapihwa nelaser rangefinder, uye kubva kune iyo empirical yekuenzanisa kuwana empirical data, iyo inogona kushandiswa kune zvimwe zvidzidzo, sezvo ichisimbiswa uye nekuedzwa. Chokwadi chepasi chinogonawo kufungidzirwa sechinhu chakanyatsojeka, chakaenzana chesimbi, chehuremu hunozivikanwa, iyo yaunoisa kune imwe mugumo weiyo yekare-yechikoro chiyero chechiyero, uye mhedzisiro yaunowana kubva kune zvimwe zvinhu inoiswa kune imwe mugumo. yechiyero, uye kuburikidza nekuenzanisa nhamba mbiri idzi unowana kuyerwa chaiko. Chiyero chechiyero chinomiririra nzira yekuseri kwemaitiro ako, uye inogona zvakare kupa mhinduro dzisiridzo, kana maitiro acho asina kunyatsotariswa uye kushandiswa zvine musoro.

Chokwadi chepasi uye masevhisi ekunyora

Izwi rekuti pasi pechokwadi chinyorwa muchimiro chesevhisi yemitauro, rakavapo nekuda kwekusanganiswa kwehungwaru hwekugadzira, kudzidza muchina uye zvepamberi, zvirongwa zvekunyora otomatiki. Inomirira chinyorwa chakakwana, kureva, maitiro ekufambisa kutaura kunotaurwa muchimiro chemavara, pasina kukanganisa zvachose. Tinogona kutaura kuti inotsanangura mhedziso, kana kanenge kwakanakisisa kunobvira. Inoshandiswa kana iwe uchida kuona kuti yakarurama sei iyo otomatiki yekuziva yekutaura software, kana zvakanyanya kuburitsa iyo software.

Chinyorwa chechokwadi chepasi chinoitwa nenyanzvi yemunhu nekuti chinofanirwa kuve chakarurama. Nehurombo, hungwaru hwekugadzira hune nzira refu yekuzadzisa izvi, kunyangwe iine mukana wakanaka wekusvika ikoko pane imwe nguva. Izvo zvakakosha kusimbisa kuti kana iwe uchida kuyedza muchina kudzidza algorithm, iwe unofanirwa kuita yako cheki uchipesana neicho chaicho, iwe unoda humbowo hwesimba, sezvatakatsanangura mundima dzakapfuura. Saka, iwe unofanirwa kutarisa uye kuona kunaka kwekuita kwealgorithm uchipesana nechokwadi chepasi chinyorwa chinoitwa nemunhu ane hunyanzvi hwekunyora. Iyo padhuze iyo otomatiki transcription inouya kune yakanakira mhedzisiro, ndiyo yakanyanya kunaka.

Ungawana sei chokwadi chechokwadi chinyorwa?

Kutanga iwe unofanirwa kusimudza yako yepasi chokwadi data iyo iwe yauchazoshandisa kuongororwa kwako. Iwe unofanirwa kusarudza mamwe maodhiyo faira samples kubva mauri iwe wobva wagadzira imwe hombe faira. Nhanho inotevera ndeyekuita kuti anyorwe nemazvo. Isu tinokukurudzira kuti ushandise nyanzvi yekunyora vanhu, ine ruzivo rwakawanda uye wongororo yakanaka kuti uite chinyorwa ichi. Iwe unogona zvakare kuzviita wega, asi iwe unofanirwa kuzvigadzirira iwe kurasikirwa neimwe yenguva yako yakakosha. Zvakare, zvinoita kunge iri nerve-racking basa kana iwe usina kudzidziswa kuita izvi. Imwe sarudzo yaunayo ndeyekutumira maodhiyo mafaera kune anonyora sevhisi sevhisi seGglot, iyo inogona kukubatsira kunze neizvi. Tichaita basa racho nekukurumidza uye nemutengo wakanaka.

Isu tinoshanda nehuwandu hukuru hwevanyori vakasununguka vanogona kuendesa zvinyorwa zvine hunyoro hunoshamisa hwe99%. Nenzira iyi unogona kuvimba nekuti une chokwadi chechokwadi chinyorwa. Nyanzvi dzedu dzekunyora dzakakudza huroyi hwavo kuburikidza nemakumi emakore echiitiko, uye vanogona kunyora kunyangwe mamiriro ekutaura akaomesesa, vachitungamirwa nehunyanzvi hwavo, ruzivo uye nzeve inonzwa kune zvakadzama. Iwe unogona kuvimba nesu kuti tikuunze iwe usina chikanganiso sezvinobvira chinyorwa, chaunogona kushandisa pasina kunetsekana kuyedza mhando yezvimwe zvinyorwa, zvisinei kuti zvakagadzirwa nemichina kana vamwe vanhu.

Pane zvakare chimwe chinhu chakakosha chatinofanira kutaura pano. Vedu vanozvishandira vanogadzirawo zvinyorwa zvechokwadi zvepasi zvechikwata chedu chekucherechedza kutaura pano paGglot.

Izvo zvakakosha kuti tizive kuti isu tinoshandawo nekutaura kune text software. Iyi artificial intelligence software inogadzira dhizaini yefaira rekuteerera. Vanyori vedu vanhu vanoshandisa chinyorwa ichi pavanotanga nekunyora kwavo. Saka, tinogona kutaura kuti mafreelancers edu uye software yedu yeAI vane hukama hwesymbiotic umo vanobatsirana kunze. Ichi ndicho chimwe chezvakavanzika zvekubudirira kwekambani. Isu tinogara tichisevha kusingaperi kwemafungu ekuvandudza tekinoroji, tichitungamirwa nechiono chedu chekupa zvinyorwa zvisina mhosva zvemutengo unokwanisika kune vanhu vanozvida, uye nekudaro kuvandudza kutaurirana nekunzwisisa kune vese vanhu.