{"id":1070,"date":"2023-09-28T16:08:37","date_gmt":"2023-09-28T09:08:37","guid":{"rendered":"https:\/\/gofa.vn\/?p=1070"},"modified":"2023-09-28T16:08:37","modified_gmt":"2023-09-28T09:08:37","slug":"gofa-chi-tiet-quy-trinh-thu-thap-xu-ly-du-lieu-truoc-khi-cap-nhat-den-nguoi-dung","status":"publish","type":"post","link":"https:\/\/gofa.vn\/gofa-chi-tiet-quy-trinh-thu-thap-xu-ly-du-lieu-truoc-khi-cap-nhat-den-nguoi-dung\/","title":{"rendered":"GOFA – Chi ti\u1ebft quy tr\u00ecnh thu th\u1eadp, x\u1eed l\u00fd d\u1eef li\u1ec7u tr\u01b0\u1edbc khi c\u1eadp nh\u1eadt \u0111\u1ebfn ng\u01b0\u1eddi d\u00f9ng"},"content":{"rendered":"

Tr\u00ean th\u1ef1c t\u1ebf, d\u1eef li\u1ec7u giao th\u00f4ng tr\u00ean m\u1ecdi cung \u0111\u01b0\u1eddng kh\u00f4ng c\u00f3 t\u00ednh c\u1ed1 \u0111\u1ecbnh, t\u1ee9c l\u00e0 c\u00f3 kh\u1ea3 n\u0103ng thay \u0111\u1ed5i t\u00f9y theo t\u00ecnh h\u00ecnh th\u1ef1c t\u1ebf t\u1ea1i \u0111\u1ecba ph\u01b0\u01a1ng. B\u00ean c\u1ea1nh \u0111\u00f3, t\u00ecnh h\u00ecnh giao th\u00f4ng c\u1ee7a xe c\u1ed9 tr\u00ean \u0111\u01b0\u1eddng c\u00f2n c\u00f3 th\u1ec3 b\u1ecb \u1ea3nh h\u01b0\u1edfng b\u1edfi c\u00e1c s\u1ef1 c\u1ed1 b\u1ea5t kh\u1ea3 kh\u00e1ng nh\u01b0 ng\u1eadp l\u1ee5t, t\u1eafc \u0111\u01b0\u1eddng, tai n\u1ea1n. B\u1ea3n \u0111\u1ed3 s\u1ed1, v\u00ec th\u1ebf, c\u1ea7n th\u01b0\u1eddng xuy\u00ean c\u1eadp nh\u1eadt theo th\u00f4ng tin theo th\u1ef1c t\u1ebf, \u0111\u1ec3 \u0111\u1ea3m b\u1ea3o c\u00e1c chuy\u1ebfn \u0111i c\u1ee7a ng\u01b0\u1eddi d\u00f9ng \u0111\u01b0\u1ee3c an to\u00e0n nh\u1ea5t.<\/span><\/p>\n

\u0110\u00f3 c\u0169ng l\u00e0 l\u00fd do m\u1ed9t trong nh\u1eefng ti\u00eau ch\u00ed h\u00e0ng \u0111\u1ea7u c\u1ee7a GOFA l\u00e0 li\u00ean t\u1ee5c c\u1eadp nh\u1eadt d\u1eef li\u1ec7u m\u1ecdi cung \u0111\u01b0\u1eddng t\u1ea1i Vi\u1ec7t Nam m\u1ed9t c\u00e1ch nhanh nh\u1ea5t, ch\u00ednh x\u00e1c nh\u1ea5t \u0111\u1ebfn nh\u1eefng ng\u01b0\u1eddi l\u00e1i xe \u00f4 t\u00f4. D\u01b0\u1edbi \u0111\u00e2y l\u00e0 chi ti\u1ebft quy tr\u00ecnh GOFA th\u1ef1c hi\u1ec7n t\u1eeb thu th\u1eadp, x\u1eed l\u00fd, \u0111\u1ebfn cung c\u1ea5p d\u1eef li\u1ec7u giao th\u00f4ng cho ng\u01b0\u1eddi d\u00f9ng.<\/span><\/p>\n

1. Thu th\u1eadp d\u1eef li\u1ec7u<\/b><\/h3>\n
$\"B\u01b0\u1edbc$
B\u01b0\u1edbc 1: Thu th\u1eadp d\u1eef li\u1ec7u<\/figcaption><\/figure>\n
Tr\u01b0\u1edbc ti\u00ean, \u0111\u1ec3 c\u00f3 th\u00f4ng tin ch\u00ednh x\u00e1c t\u1edbi ng\u01b0\u1eddi d\u00f9ng, \u0111\u1ed9i ng\u0169 ph\u00e1t tri\u1ec3n GOFA c\u1ea7n t\u1eadp trung to\u00e0n l\u1ef1c trong vi\u1ec7c kh\u1ea3o s\u00e1t th\u1ef1c t\u1ebf v\u00e0 thu th\u1eadp th\u00f4ng xin b\u1eb1ng camera h\u00e0nh tr\u00ecnh tr\u00ean \u00f4 t\u00f4, \u0111\u1ea3m b\u1ea3o bao qu\u00e1t t\u1ea5t c\u1ea3 c\u00e1c tuy\u1ebfn \u0111\u01b0\u1eddng quan tr\u1ecdng t\u1ea1i c\u00e1c t\u1ec9nh, th\u00e0nh ph\u1ed1.<\/span><\/p>\n
Trong \u0111\u00f3, c\u00e1c th\u00f4ng tin \u0111\u01b0\u1ee3c thu th\u1eadp bao g\u1ed3m:<\/span><\/p>\n
\n
Th\u00f4ng tin giao th\u00f4ng: S\u1ef1 thay \u0111\u1ed5i trong c\u00e1c bi\u1ec3n b\u00e1o giao th\u00f4ng tr\u00ean c\u00e1c cung \u0111\u01b0\u1eddng, ph\u00e2n chia l\u00e0n \u0111\u01b0\u1eddng,…<\/span><\/li>\n
Th\u00f4ng tin \u0111\u1ecba ch\u1ec9, \u0111\u1ecba \u0111i\u1ec3m: Th\u00f4ng tin v\u1ec1 c\u00e1c \u0111\u1ecba \u0111i\u1ec3m m\u1edbi, ho\u1eb7c c\u00e1c \u0111\u1ecba \u0111i\u1ec3m c\u0169 \u0111\u01b0\u1ee3c thay \u0111\u1ed5i<\/span><\/li>\n<\/ul>\n
Vi\u1ec7c thu th\u1eadp d\u1eef li\u1ec7u \u0111\u01b0\u1ee3c \u0111\u1ed9i ng\u0169 GOFA th\u1ef1c hi\u1ec7n h\u00e0ng tu\u1ea7n, h\u00e0ng th\u00e1ng, \u0111\u1ea3m b\u1ea3o duy tr\u00ec nh\u1eefng th\u00f4ng tin m\u1edbi nh\u1ea5t t\u1edbi ng\u01b0\u1eddi d\u00f9ng.<\/span><\/p>\n
2. Ti\u1ec1n x\u1eed l\u00fd d\u1eef li\u1ec7u<\/b><\/h3>\n
$\"B\u01b0\u1edbc$
B\u01b0\u1edbc 2: Ti\u1ec1n x\u1eed l\u00fd d\u1eef li\u1ec7u<\/figcaption><\/figure>\n
Tr\u01b0\u1edbc khi x\u1eed l\u00fd d\u1eef li\u1ec7u, m\u1ed9t b\u01b0\u1edbc r\u1ea5t quan tr\u1ecdng m\u00e0 \u0111\u1ed9i ng\u0169 ph\u00e1t tri\u1ec3n c\u1ea7n l\u00e0m l\u00e0 thay \u0111\u1ed5i k\u00edch th\u01b0\u1edbc m\u1eabu, x\u1eed l\u00fd nhi\u1ec5u d\u1eef li\u1ec7u th\u00f4 nh\u1eadn v\u1ec1 \u0111\u1ec3 \u0111\u1ea3m b\u1ea3o c\u00f3 ch\u1ea5t l\u01b0\u1ee3ng t\u1ed1t nh\u1ea5t \u0111\u01b0a v\u00e0o h\u1ec7 th\u1ed1ng tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o \u0111\u1ec3 nh\u1eadn di\u1ec7n. C\u1ee5 th\u1ec3:<\/span><\/p>\n
2.1. Thay \u0111\u1ed5i k\u00edch th\u01b0\u1edbc (Resize)<\/b><\/h4>\n
Trong qu\u00e1 tr\u00ecnh thu th\u1eadp d\u1eef li\u1ec7u b\u1ea3n \u0111\u1ed3 s\u1ed1, c\u00f3 th\u1ec3 thu th\u1eadp \u0111\u01b0\u1ee3c c\u00e1c h\u00ecnh \u1ea3nh v\u1edbi k\u00edch th\u01b0\u1edbc kh\u00e1c nhau t\u1eeb c\u00e1c ngu\u1ed3n kh\u00e1c nhau. Do \u0111\u00f3, \u0111\u1ec3 \u0111\u1ea3m b\u1ea3o d\u1eef li\u1ec7u \u0111\u01b0a v\u00e0o h\u1ec7 th\u1ed1ng tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o c\u00f3 ch\u1ea5t l\u01b0\u1ee3ng t\u1ed1t nh\u1ea5t, tr\u01b0\u1edbc ti\u00ean \u1ea3nh c\u1ea7n \u0111\u01b0\u1ee3c thay \u0111\u1ed5i k\u00edch th\u01b0\u1edbc ph\u00f9 h\u1ee3p v\u1edbi y\u00eau c\u1ea7u c\u1ee7a m\u00f4 h\u00ecnh.<\/span><\/p>\n
Qu\u00e1 tr\u00ecnh thay \u0111\u1ed5i k\u00edch th\u01b0\u1edbc s\u1ebd \u0111i\u1ec1u ch\u1ec9nh k\u00edch th\u01b0\u1edbc chi\u1ec1u r\u1ed9ng v\u00e0 chi\u1ec1u cao c\u1ee7a \u1ea3nh, \u0111\u1ed3ng th\u1eddi tu\u00e2n th\u1ee7 t\u1ef7 l\u1ec7 \u1ea3nh ban \u0111\u1ea7u \u0111\u1ec3 tr\u00e1nh b\u1ecb m\u00e9o ho\u1eb7c bi\u1ebfn d\u1ea1ng. Vi\u1ec7c \u0111i\u1ec1u ch\u1ec9nh k\u00edch th\u01b0\u1edbc \u1ea3nh thu th\u1eadp \u0111\u01b0\u1ee3c gi\u00fap t\u1ed1i \u01b0u h\u00f3a vi\u1ec7c x\u1eed l\u00fd d\u1eef li\u1ec7u b\u1ea3n \u0111\u1ed3 s\u1ed1, cho ph\u00e9p m\u00f4 h\u00ecnh tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o l\u00e0m vi\u1ec7c hi\u1ec7u qu\u1ea3 v\u00e0 ch\u00ednh x\u00e1c h\u01a1n. Sau \u0111\u00f3, \u1ea3nh s\u1ebd \u0111\u01b0\u1ee3c chu\u1ea9n b\u1ecb s\u1eb5n s\u00e0ng cho c\u00e1c b\u01b0\u1edbc ti\u1ebfp theo trong quy tr\u00ecnh x\u1eed l\u00fd d\u1eef li\u1ec7u, bao g\u1ed3m vi\u1ec7c x\u1eed l\u00fd nhi\u1ec5u d\u1eef li\u1ec7u th\u00f4 v\u00e0 nh\u1eadn di\u1ec7n th\u00f4ng qua h\u1ec7 th\u1ed1ng tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o.<\/span><\/p>\n
2.2. X\u1eed l\u00fd nhi\u1ec5u d\u1eef li\u1ec7u (Denoising)\u00a0<\/b><\/h4>\n
B\u01b0\u1edbc n\u00e0y t\u1eadp trung v\u00e0o vi\u1ec7c kh\u1eed nhi\u1ec5u d\u1eef li\u1ec7u \u1ea3nh (denoising) – m\u1ed9t b\u01b0\u1edbc quan tr\u1ecdng \u0111\u1ed1i v\u1edbi l\u0129nh v\u1ef1c x\u1eed l\u00fd \u1ea3nh, \u0111\u1ed3ng th\u1eddi c\u00f3 nhi\u1ec1u \u1ee9ng d\u1ee5ng \u0111a d\u1ea1ng nh\u01b0 tr\u00edch xu\u1ea5t th\u00f4ng tin, nh\u1eadn d\u1ea1ng \u0111\u1ed1i t\u01b0\u1ee3ng, ph\u00e2n t\u00edch h\u00ecnh \u1ea3nh y t\u1ebf,… M\u1ee5c ti\u00eau ch\u00ednh c\u1ee7a b\u01b0\u1edbc kh\u1eed nhi\u1ec5u l\u00e0 c\u1ea3i thi\u1ec7n ch\u1ea5t l\u01b0\u1ee3ng c\u1ee7a h\u00ecnh \u1ea3nh b\u1eb1ng c\u00e1ch lo\u1ea1i b\u1ecf c\u00e1c pixel ho\u1eb7c m\u1eabu kh\u00f4ng mong mu\u1ed1n xu\u1ea5t hi\u1ec7n do qu\u00e1 tr\u00ecnh qu\u00e9t ho\u1eb7c ch\u1ee5p. Th\u1ef1c hi\u1ec7n t\u1ed1t vi\u1ec7c kh\u1eed nhi\u1ec5u ch\u00ednh l\u00e0 ti\u1ec1n \u0111\u1ec1 \u0111\u1ec3 c\u00f3 \u0111\u01b0\u1ee3c d\u1eef li\u1ec7u h\u00ecnh \u1ea3nh \u201cs\u1ea1ch\u201d v\u1edbi ch\u1ea5t l\u01b0\u1ee3ng cao, gi\u00fap c\u1ea3i thi\u1ec7n ch\u1ea5t l\u01b0\u1ee3ng c\u1ee7a qu\u00e1 tr\u00ecnh sau tr\u00edch xu\u1ea5t.<\/span><\/p>\n
Quy tr\u00ecnh kh\u1eed nhi\u1ec5u c\u1ee7a GOFA s\u1eed d\u1ee5ng m\u00f4 h\u00ecnh t\u1ed5ng h\u1ee3p (Generative Models) – ch\u1ee7 \u0111\u1ec1 \u0111\u01b0\u1ee3c nghi\u00ean c\u1ee9u r\u1ed9ng r\u00e3i nh\u1ea5t trong l\u0129nh v\u1ef1c H\u1ecdc m\u00e1y v\u00e0 \u0111\u1eb7c bi\u1ec7t l\u00e0 H\u1ecdc s\u00e2u. C\u1ee5 th\u1ec3 l\u00e0 M\u1ea1ng \u0111\u1ed1i ngh\u1ecbch t\u1ea1o sinh (Generative Adversarial Networks – GAN) – b\u01b0\u1edbc \u0111\u1ed9t ph\u00e1 l\u1edbn, \u0111\u01b0\u1ee3c hu\u1ea5n luy\u1ec7n \u0111\u1ec3 t\u1ea1o ra d\u1eef li\u1ec7u m\u1edbi c\u00f3 ch\u1ea5t l\u01b0\u1ee3ng cao, bao g\u1ed3m x\u1eed l\u00fd \u1ea3nh, t\u1ea1o \u1ea3nh, v\u00e0 nhi\u1ec1u \u1ee9ng d\u1ee5ng kh\u00e1c.<\/span><\/p>\n
3. Nh\u1eadn di\u1ec7n v\u00e0 ki\u1ec3m tra ch\u1ea5t l\u01b0\u1ee3ng d\u1eef li\u1ec7u<\/b><\/h3>\n
$\"B\u01b0\u1edbc$
B\u01b0\u1edbc 3: Nh\u1eadn di\u1ec7n v\u00e0 ki\u1ec3m tra ch\u1ea5t l\u01b0\u1ee3ng d\u1eef li\u1ec7u<\/figcaption><\/figure>\n
Ti\u1ebfp theo, GOFA t\u1eadp trung v\u00e0o 2 m\u1ee5c ti\u00eau ch\u00ednh: nh\u1eadn di\u1ec7n c\u00e1c bi\u1ec3n b\u00e1o giao th\u00f4ng v\u00e0 ki\u1ec3m tra ch\u1ea5t l\u01b0\u1ee3ng d\u1eef li\u1ec7u sau khi x\u1eed l\u00fd.<\/span><\/p>\n
3.1. Nh\u1eadn di\u1ec7n bi\u1ec3n b\u00e1o giao th\u00f4ng<\/b><\/h4>\n
Sau khi d\u1eef li\u1ec7u thu th\u1eadp tr\u1ea3i qua b\u01b0\u1edbc 2 – Ti\u1ec1n x\u1eed l\u00fd, s\u1ebd \u0111\u01b0\u1ee3c \u0111\u01b0a v\u00e0o m\u00f4 h\u00ecnh tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o \u0111\u1ec3 nh\u1eadn di\u1ec7n c\u00e1c bi\u1ec3n b\u00e1o giao th\u00f4ng. M\u00f4 h\u00ecnh \u0111\u00e3 \u0111\u01b0\u1ee3c hu\u1ea5n luy\u1ec7n tr\u00ean t\u1eadp d\u1eef li\u1ec7u giao th\u00f4ng ch\u1ee9a c\u00e1c h\u00ecnh \u1ea3nh bi\u1ec3n b\u00e1o giao th\u00f4ng \u0111\u01b0\u1ee3c g\u00e1n nh\u00e3n: Bi\u1ec3n b\u00e1o t\u1ed1c \u0111\u1ed9 gi\u1edbi h\u1ea1n, bi\u1ec3n b\u00e1o ra\/v\u00e0o khu d\u00e2n c\u01b0, bi\u1ec3n b\u00e1o c\u1ea5m v\u01b0\u1ee3t\/ h\u1ebft c\u1ea5m v\u01b0\u1ee3t,… nh\u1eb1m t\u1ed1i \u01b0u h\u00f3a vi\u1ec7c ph\u00e2n lo\u1ea1i ch\u00ednh x\u00e1c c\u00e1c bi\u1ec3n b\u00e1o \u0111\u01b0\u1ee3c nh\u1eadn. Nh\u1edd vi\u1ec7c hu\u1ea5n luy\u1ec7n m\u00f4 h\u00ecnh tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o, c\u00e1c d\u1eef li\u1ec7u h\u00ecnh \u1ea3nh bi\u1ec3n b\u00e1o m\u00e0 \u0111\u1ed9i ng\u0169 GOFA thu th\u1eadp s\u1ebd \u0111\u01b0\u1ee3c d\u1ef1 \u0111o\u00e1n v\u00e0 nh\u1eadn bi\u1ebft ch\u00ednh x\u00e1c.<\/span><\/p>\n
3.2. Ki\u1ec3m tra ch\u1ea5t l\u01b0\u1ee3ng d\u1eef li\u1ec7u sau khi x\u1eed l\u00fd<\/b><\/h4>\n
Sau khi nh\u1eadn di\u1ec7n bi\u1ec3n b\u00e1o, qu\u00e1 tr\u00ecnh ki\u1ec3m tra ch\u1ea5t l\u01b0\u1ee3ng d\u1eef li\u1ec7u \u0111\u01b0\u1ee3c th\u1ef1c hi\u1ec7n nghi\u00eam ng\u1eb7t \u0111\u1ec3 \u0111\u1ea3m b\u1ea3o t\u00ednh ch\u00ednh x\u00e1c v\u00e0 tin c\u1eady c\u1ee7a k\u1ebft qu\u1ea3, tr\u01b0\u1edbc khi \u0111\u01b0\u1ee3c \u0111\u01b0a \u0111\u1ebfn b\u01b0\u1edbc h\u1eadu x\u1eed l\u00fd d\u1eef li\u1ec7u.<\/span><\/p>\n
4. H\u1eadu x\u1eed l\u00fd d\u1eef li\u1ec7u v\u00e0 c\u1eadp nh\u1eadt v\u00e0o h\u1ec7 th\u1ed1ng c\u01a1 s\u1edf d\u1eef li\u1ec7u<\/b><\/h3>\n
$\"B\u01b0\u1edbc$
B\u01b0\u1edbc 4: H\u1eadu x\u1eed l\u00fd d\u1eef li\u1ec7u v\u00e0 c\u1eadp nh\u1eadt v\u00e0o h\u1ec7 th\u1ed1ng c\u01a1 s\u1edf d\u1eef li\u1ec7u<\/figcaption><\/figure>\n
4.1. \u0110\u1ed1i ch\u1ee9ng d\u1eef li\u1ec7u v\u00e0 c\u1eadp nh\u1eadt v\u00e0o c\u01a1 s\u1edf d\u1eef li\u1ec7u b\u1ea3n \u0111\u1ed3 s\u1ed1<\/b><\/h4>\n
Sau khi \u0111\u01b0\u1ee3c nh\u1eadn di\u1ec7n v\u00e0 ki\u1ec3m tra k\u1ef9 c\u00e0ng, k\u1ebft qu\u1ea3 s\u1ebd \u0111\u01b0\u1ee3c \u0111\u1ed1i ch\u1ee9ng v\u1edbi c\u01a1 s\u1edf d\u1eef li\u1ec7u c\u0169 \u0111\u1ec3 tr\u00e1nh xung \u0111\u1ed9t th\u00f4ng tin v\u00e0 \u0111\u1ea3m b\u1ea3o t\u00ednh nh\u1ea5t qu\u00e1n gi\u1eefa d\u1eef li\u1ec7u m\u1edbi v\u00e0 c\u0169. C\u00e1c ph\u01b0\u01a1ng ph\u00e1p \u0111\u1ed1i ch\u1ee9ng d\u1eef li\u1ec7u c\u00f3 th\u1ec3 bao g\u1ed3m so s\u00e1nh theo t\u1eebng thu\u1ed9c t\u00ednh, so s\u00e1nh h\u00ecnh \u1ea3nh, ho\u1eb7c so s\u00e1nh v\u1ecb tr\u00ed \u0111\u1ecba l\u00fd c\u1ee7a c\u00e1c bi\u1ec3n b\u00e1o giao th\u00f4ng.<\/span><\/p>\n
Sau \u0111\u00f3, d\u1eef li\u1ec7u m\u1edbi \u0111\u01b0\u1ee3c th\u00eam v\u00e0o c\u01a1 s\u1edf d\u1eef li\u1ec7u b\u1ea3n \u0111\u1ed3 s\u1ed1 \u0111\u1ec3 c\u1eadp nh\u1eadt v\u00e0o c\u00e1c cung \u0111\u01b0\u1eddng. Qu\u00e1 tr\u00ecnh n\u00e0y \u0111\u1ea3m b\u1ea3o r\u1eb1ng c\u00e1c cung \u0111\u01b0\u1eddng trong h\u1ec7 th\u1ed1ng \u0111\u01b0\u1ee3c c\u1eadp nh\u1eadt v\u00e0 ch\u00ednh x\u00e1c v\u1edbi th\u00f4ng tin bi\u1ec3n b\u00e1o giao th\u00f4ng m\u1edbi nh\u1ea5t.<\/span><\/p>\n
Ngo\u00e0i ra, \u0111\u1ec3 \u0111\u1ea3m b\u1ea3o \u0111\u1ed9 ch\u00ednh x\u00e1c v\u00e0 tin c\u1eady c\u1ee7a d\u1eef li\u1ec7u cho ng\u01b0\u1eddi d\u00f9ng cu\u1ed1i, GOFA th\u00eam c\u00e1c c\u1ecdc d\u1eef li\u1ec7u trong qu\u00e1 tr\u00ecnh h\u1eadu x\u1eed l\u00fd. \u0110\u00e2y l\u00e0 c\u00e1c \u0111i\u1ec3m \u0111\u00e1nh d\u1ea5u tr\u00ean b\u1ea3n \u0111\u1ed3 \u0111\u1ec3 ch\u1ec9 ra v\u1ecb tr\u00ed ch\u00ednh x\u00e1c c\u1ee7a bi\u1ec3n b\u00e1o giao th\u00f4ng, gi\u00fap \u0111\u1ea3m b\u1ea3o d\u1eef li\u1ec7u \u0111\u01b0\u1ee3c c\u1eadp nh\u1eadt \u0111\u00fang v\u1ecb tr\u00ed v\u00e0 gi\u1ea3m thi\u1ec3u sai s\u00f3t trong vi\u1ec7c \u0111\u1ecbnh v\u1ecb.<\/span><\/p>\n
4.2. Ki\u1ec3m ch\u1ee9ng qua th\u1eed nghi\u1ec7m th\u1ef1c t\u1ebf<\/b><\/h4>\n
\u0110\u1ed9i ng\u0169 GOFA s\u1ebd ki\u1ec3m ch\u1ee9ng t\u00ednh ch\u00ednh x\u00e1c v\u00e0 tin c\u1eady c\u1ee7a d\u1eef li\u1ec7u m\u1edbi b\u1eb1ng c\u00e1ch s\u1eed d\u1ee5ng h\u1ec7 th\u1ed1ng nh\u1eadn di\u1ec7n bi\u1ec3n b\u00e1o giao th\u00f4ng tr\u00ean th\u1ef1c t\u1ebf v\u00e0 so s\u00e1nh k\u1ebft qu\u1ea3 v\u1edbi d\u1eef li\u1ec7u \u0111\u00e3 \u0111\u01b0\u1ee3c c\u1eadp nh\u1eadt \u0111\u1ec3 \u0111\u1ea3m b\u1ea3o r\u1eb1ng th\u00f4ng tin bi\u1ec3n b\u00e1o \u0111\u01b0\u1ee3c hi\u1ec3n th\u1ecb \u0111\u00fang tr\u00ean c\u00e1c \u1ee9ng d\u1ee5ng ho\u1eb7c h\u1ec7 th\u1ed1ng li\u00ean quan.<\/span><\/p>\n
4.3. C\u1eadp nh\u1eadt phi\u00ean b\u1ea3n c\u01a1 s\u1edf d\u1eef li\u1ec7u m\u1edbi nh\u1ea5t qua Cloud<\/b><\/h4>\n
Sau khi ho\u00e0n t\u1ea5t c\u00e1c b\u01b0\u1edbc t\u1eeb thu th\u1eadp cho \u0111\u1ebfn ki\u1ec3m ch\u1ee9ng d\u1eef li\u1ec7u, phi\u00ean b\u1ea3n c\u01a1 s\u1edf d\u1eef li\u1ec7u m\u1edbi nh\u1ea5t \u0111\u01b0\u1ee3c \u0111\u00f3ng g\u00f3i, c\u1eadp nh\u1eadt v\u00e0 ph\u00e2n ph\u1ed1i cho ng\u01b0\u1eddi d\u00f9ng th\u00f4ng qua Cloud. Do \u0111\u00f3, ch\u1ec9 c\u1ea7n c\u00f3 Internet\/ 4G, ng\u01b0\u1eddi d\u00f9ng c\u00f3 th\u1ec3 truy c\u1eadp v\u00e0 s\u1eed d\u1ee5ng d\u1eef li\u1ec7u bi\u1ec3n b\u00e1o giao th\u00f4ng m\u1edbi nh\u1ea5t m\u1ed9t c\u00e1ch d\u1ec5 d\u00e0ng m\u00e0 kh\u00f4ng c\u1ea7n b\u1ea5t k\u1ef3 thao t\u00e1c c\u1eadp nh\u1eadt n\u00e0o.<\/span><\/p>\n
Tr\u00ean \u0111\u00e2y l\u00e0 chi ti\u1ebft quy tr\u00ecnh thu th\u1eadp, x\u1eed l\u00fd d\u1eef li\u1ec7u tr\u01b0\u1edbc khi GOFA \u0111\u01b0a \u0111\u1ebfn tay ng\u01b0\u1eddi d\u00f9ng b\u1ed9 d\u1eef li\u1ec7u th\u00f4ng tin giao th\u00f4ng ch\u00ednh x\u00e1c nh\u1ea5t, c\u1eadp nh\u1eadt nh\u1ea5t, v\u1edbi m\u1ee5c ti\u00eau tr\u1edf th\u00e0nh b\u1ea1n \u0111\u01b0\u1eddng \u0111\u00e1ng tin c\u1eady c\u1ee7a m\u1ecdi ng\u01b0\u1eddi l\u00e1i xe \u00f4 t\u00f4 Vi\u1ec7t Nam.<\/span><\/p>\n
Hi\u1ec7n t\u1ea1i, \u1ee9ng d\u1ee5ng GOFA v\u1eabn \u0111ang h\u1ed7 tr\u1ee3 mi\u1ec5n ph\u00ed cho b\u1ea5t k\u1ef3 ng\u01b0\u1eddi d\u00f9ng n\u00e0o c\u00f3 mong mu\u1ed1n tr\u1ea3i nghi\u1ec7m. T\u1ea3i GOFA ngay t\u1ea1i:<\/span><\/p>\n
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App Store: <\/span>https:\/\/apps.apple.com\/vn\/app\/gofa\/id1580007302?l=vi<\/span><\/a>\u00a0<\/span><\/li>\n
Google Play: <\/span>https:\/\/play.google.com\/store\/apps\/details?id=com.gofa.mobile<\/span><\/a>\u00a0<\/span><\/li>\n<\/ul>\n","protected":false},"excerpt":{"rendered":"
Tr\u00ean th\u1ef1c t\u1ebf, d\u1eef li\u1ec7u giao th\u00f4ng tr\u00ean m\u1ecdi cung \u0111\u01b0\u1eddng kh\u00f4ng c\u00f3 t\u00ednh c\u1ed1 \u0111\u1ecbnh, t\u1ee9c l\u00e0 c\u00f3 kh\u1ea3 n\u0103ng thay \u0111\u1ed5i t\u00f9y theo t\u00ecnh h\u00ecnh th\u1ef1c t\u1ebf t\u1ea1i \u0111\u1ecba ph\u01b0\u01a1ng. B\u00ean c\u1ea1nh \u0111\u00f3, t\u00ecnh h\u00ecnh giao th\u00f4ng c\u1ee7a xe c\u1ed9 tr\u00ean \u0111\u01b0\u1eddng c\u00f2n c\u00f3 th\u1ec3 b\u1ecb \u1ea3nh h\u01b0\u1edfng b\u1edfi c\u00e1c s\u1ef1 c\u1ed1 b\u1ea5t […]\n","protected":false},"author":6,"featured_media":1076,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[71],"tags":[],"aioseo_notices":[],"_links":{"self":[{"href":"https:\/\/gofa.vn\/wp-json\/wp\/v2\/posts\/1070"}],"collection":[{"href":"https:\/\/gofa.vn\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/gofa.vn\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/gofa.vn\/wp-json\/wp\/v2\/users\/6"}],"replies":[{"embeddable":true,"href":"https:\/\/gofa.vn\/wp-json\/wp\/v2\/comments?post=1070"}],"version-history":[{"count":1,"href":"https:\/\/gofa.vn\/wp-json\/wp\/v2\/posts\/1070\/revisions"}],"predecessor-version":[{"id":1075,"href":"https:\/\/gofa.vn\/wp-json\/wp\/v2\/posts\/1070\/revisions\/1075"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/gofa.vn\/wp-json\/wp\/v2\/media\/1076"}],"wp:attachment":[{"href":"https:\/\/gofa.vn\/wp-json\/wp\/v2\/media?parent=1070"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/gofa.vn\/wp-json\/wp\/v2\/categories?post=1070"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/gofa.vn\/wp-json\/wp\/v2\/tags?post=1070"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}