{"id":29518,"date":"2020-06-18T09:09:00","date_gmt":"2020-06-18T02:09:00","guid":{"rendered":"https:\/\/ttud.com.vn\/?p=29518"},"modified":"2021-11-05T16:17:58","modified_gmt":"2021-11-05T09:17:58","slug":"ung-dung-tri-tue-nhan-tao-trong-nhan-biet-nhanh-go-tren-dien-thoai-thong-minh","status":"publish","type":"post","link":"https:\/\/casta.ttud.com.vn\/index.php\/ung-dung-tri-tue-nhan-tao-trong-nhan-biet-nhanh-go-tren-dien-thoai-thong-minh\/","title":{"rendered":"\u1ee8ng d\u1ee5ng tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o trong nh\u1eadn bi\u1ebft nhanh g\u1ed7 tr\u00ean \u0111i\u1ec7n tho\u1ea1i th\u00f4ng minh"},"content":{"rendered":"\n

Nh\u1eadn bi\u1ebft nhanh g\u1ed7 l\u00e0 nhu c\u1ea7u thi\u1ebft y\u1ebfu trong qu\u1ea3n l\u00fd c\u0169ng nh\u01b0 ng\u0103n ch\u1eb7n bu\u00f4n b\u00e1n g\u1ed7 b\u1ea5t h\u1ee3p ph\u00e1p. \u0110\u1ec3 gi\u1ea3i quy\u1ebft v\u1ea5n \u0111\u1ec1 n\u00e0y, c\u00e1c nh\u00e0 khoa h\u1ecdc thu\u1ed9c Tr\u01b0\u1eddng \u0110\u1ea1i h\u1ecdc L\u00e2m nghi\u1ec7p (VNUF) \u0111\u00e3 ti\u00ean phong \u1ee9ng d\u1ee5ng tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o (AI) trong nh\u1eadn bi\u1ebft nhanh g\u1ed7 tr\u00ean \u0111i\u1ec7n tho\u1ea1i th\u00f4ng minh. Nh\u00f3m nghi\u00ean c\u1ee9u \u0111\u00e3 \u1ee9ng d\u1ee5ng m\u00f4 h\u00ecnh m\u1ea1ng neural t\u00edch ch\u1eadp (CNN) l\u00e0 m\u1ed9t trong nh\u1eefng m\u00f4 h\u00ecnh Deep Learning (c\u1ea5u tr\u00fac v\u00e0 ch\u1ee9c n\u0103ng c\u1ee7a b\u1ed9 n\u00e3o) ti\u00ean ti\u1ebfn v\u00e0 \u0111ang \u0111\u01b0\u1ee3c s\u1eed d\u1ee5ng r\u1ed9ng r\u00e3i \u0111\u1ec3 ph\u00e2n t\u00edch h\u00ecnh \u1ea3nh tr\u1ef1c quan. K\u1ebft qu\u1ea3 \u0111\u00e3 x\u00e2y d\u1ef1ng \u0111\u01b0\u1ee3c ph\u1ea7n m\u1ec1m (app)* ch\u1ea1y tr\u00ean \u0111i\u1ec7n tho\u1ea1i th\u00f4ng minh (Android v\u00e0 iOS) cho ph\u00e9p nh\u1eadn bi\u1ebft nhanh 50 lo\u00e0i g\u1ed7 l\u01b0u h\u00e0nh ph\u1ed5 bi\u1ebfn b\u1eb1ng h\u00ecnh \u1ea3nh ch\u1ee5p tr\u1ef1c ti\u1ebfp. D\u1eef li\u1ec7u v\u1ec1 t\u00ean khoa h\u1ecdc, ph\u00e2n lo\u1ea1i, ph\u00e2n b\u1ed1, \u0111\u1eb7c t\u00ednh, c\u1ea5u t\u1ea1o, s\u1eed d\u1ee5ng, kh\u1ed1i l\u01b0\u1ee3ng ri\u00eang v\u00e0 t\u00ecnh tr\u1ea1ng b\u1ea3o t\u1ed3n c\u0169ng \u0111\u01b0\u1ee3c t\u00edch h\u1ee3p nh\u1eb1m cung c\u1ea5p th\u00eam th\u00f4ng tin h\u1eefu \u00edch v\u1ec1 lo\u00e0i g\u1ed7 c\u0169ng nh\u01b0 h\u1ed7 tr\u1ee3 vi\u1ec7c t\u00ecm ki\u1ebfm theo c\u00e1c m\u1ee5c \u0111\u00edch kh\u00e1c nhau.<\/strong><\/p>\n\n\n\n

C\u01a1 s\u1edf d\u1eef li\u1ec7u 50 lo\u00e0i g\u1ed7 \u0111\u01b0\u1ee3c thi\u1ebft k\u1ebf ng\u1eafn g\u1ecdn v\u00e0 d\u1ec5 s\u1eed d\u1ee5ng<\/strong><\/p>\n\n\n\n

Nh\u00f3m 50 lo\u00e0i g\u1ed7 ph\u1ed5 bi\u1ebfn \u0111\u01b0\u1ee3c l\u1ef1a ch\u1ecdn tr\u00ean c\u01a1 s\u1edf k\u1ebft qu\u1ea3 kh\u1ea3o s\u00e1t th\u1ef1c t\u1ebf t\u1ea1i c\u00e1c c\u01a1 s\u1edf s\u1ea3n xu\u1ea5t v\u00e0 kinh doanh g\u1ed7 tr\u00ean \u0111\u1ecba b\u00e0n H\u00e0 N\u1ed9i. Th\u00f4ng tin v\u1ec1 lo\u00e0i g\u1ed7 bao g\u1ed3m: \u1ea3nh \u0111\u1ea1i di\u1ec7n, t\u00ean khoa h\u1ecdc, ph\u00e2n lo\u1ea1i, ph\u00e2n b\u1ed1, \u0111\u1eb7c \u0111i\u1ec3m c\u1ea5u t\u1ea1o, \u0111\u1eb7c t\u00ednh, s\u1eed d\u1ee5ng, kh\u1ed1i l\u01b0\u1ee3ng ri\u00eang v\u00e0 t\u00ecnh tr\u1ea1ng b\u1ea3o t\u1ed3n. C\u1ee5 th\u1ec3:<\/p>\n\n\n\n

– T\u00ean lo\u00e0i \u0111\u01b0\u1ee3c thi\u1ebft k\u1ebf theo 3 t\u00ean (ph\u1ed5 th\u00f4ng, th\u01b0\u01a1ng m\u1ea1i v\u00e0 khoa h\u1ecdc) \u0111\u1ec3 ng\u01b0\u1eddi d\u00f9ng d\u1ec5 truy c\u1ee9u.<\/p>\n\n\n\n

– \u0110\u1eb7c \u0111i\u1ec3m c\u1ea5u t\u1ea1o: bao g\u1ed3m c\u00e1c th\u00f4ng tin ng\u1eafn g\u1ecdn v\u1ec1 c\u00e1c \u0111\u1eb7c tr\u01b0ng c\u1ea5u t\u1ea1o th\u00f4 \u0111\u1ea1i c\u1ee7a lo\u00e0i, bao g\u1ed3m: g\u1ed7 d\u00e1c\/l\u00f5i; v\u00f2ng n\u0103m; ph\u00e2n b\u1ed1 v\u00e0 t\u1ee5 h\u1ee3p m\u1ea1ch g\u1ed7; ph\u00e2n b\u1ed1 v\u00e0 t\u1ee5 h\u1ee3p t\u1ebf b\u00e0o m\u00f4 m\u1ec1m; tia g\u1ed7; \u1ed1ng d\u1eabn nh\u1ef1a; m\u00e0u s\u1eafc tr\u00ean m\u1eb7t c\u1eaft ngang c\u1ee7a g\u1ed7 (\u0111\u01b0\u1ee3c c\u1eaft b\u1eb1ng dao c\u1eaft r\u1ecdc gi\u1ea5y).<\/p>\n\n\n\n

– \u0110\u1eb7c t\u00ednh: c\u00e1c th\u00f4ng tin v\u1ec1 kh\u1ed1i l\u01b0\u1ee3ng ri\u00eang, co r\u00fat xuy\u00ean t\u00e2m, co r\u00fat ti\u1ebfp tuy\u1ebfn, \u0111\u1ed9 b\u1ec1n u\u1ed1n t\u0129nh, m\u00f4 \u0111un \u0111\u00e0n h\u1ed3i u\u1ed1n t\u0129nh, \u0111\u1ed9 b\u1ec1n n\u00e9n d\u1ecdc th\u1edb c\u1ee7a t\u1eebng lo\u00e0i s\u1ebd \u0111\u01b0\u1ee3c \u0111\u01b0a ra trong ph\u1ea7n n\u00e0y.<\/p>\n\n\n\n

– T\u00ecnh tr\u1ea1ng b\u1ea3o t\u1ed3n: t\u00ecnh tr\u1ea1ng b\u1ea3o t\u1ed3n \u0111\u01b0\u1ee3c x\u00e2y d\u1ef1ng d\u1ef1a tr\u00ean t\u00e0i li\u1ec7u Danh l\u1ee5c \u0110\u1ecf th\u1ebf gi\u1edbi (IUCN, 2017), S\u00e1ch \u0110\u1ecf Vi\u1ec7t Nam (2007), C\u00f4ng \u01b0\u1edbc qu\u1ed1c t\u1ebf v\u1ec1 bu\u00f4n b\u00e1n c\u00e1c lo\u1ea1i \u0111\u1ed9ng, th\u1ef1c v\u1eadt hoang d\u00e3 nguy c\u1ea5p – CITES (2019), Ngh\u1ecb \u0111\u1ecbnh 06\/2019\/CP c\u1ee7a Ch\u00ednh ph\u1ee7 v\u1ec1 Qu\u1ea3n l\u00fd th\u1ef1c v\u1eadt r\u1eebng, \u0111\u1ed9ng v\u1eadt r\u1eebng nguy c\u1ea5p, qu\u00fd, hi\u1ebfm v\u00e0 th\u1ef1c thi c\u00f4ng \u01b0\u1edbc v\u1ec1 bu\u00f4n b\u00e1n qu\u1ed1c t\u1ebf c\u00e1c lo\u00e0i \u0111\u1ed9ng v\u1eadt, th\u1ef1c v\u1eadt hoang d\u00e3 nguy c\u1ea5p.<\/p>\n\n\n\n

Ph\u1ea7n cu\u1ed1i l\u00e0 danh s\u00e1ch c\u00e1c t\u00e0i li\u1ec7u tham kh\u1ea3o bao g\u1ed3m t\u1ea5t c\u1ea3 c\u00e1c t\u00e0i li\u1ec7u m\u00e0 nh\u00f3m nghi\u00ean c\u1ee9u tr\u00edch d\u1eabn th\u00f4ng tin.<\/p>\n\n\n\n

C\u01a1 s\u1edf d\u1eef li\u1ec7u \u0111\u01b0\u1ee3c x\u00e2y d\u1ef1ng tr\u00ean giao di\u1ec7n web \u0111\u1ec3 ti\u1ec7n cho c\u00f4ng t\u00e1c c\u1eadp nh\u1eadt d\u1eef li\u1ec7u m\u1edbi c\u0169ng nh\u01b0 t\u00ecm ki\u1ebfm theo c\u00e1c tr\u01b0\u1eddng th\u00f4ng tin nh\u01b0 t\u00ean th\u01b0\u1eddng g\u1ecdi, t\u00ean khoa h\u1ecdc, kh\u1ed1i l\u01b0\u1ee3ng ri\u00eang c\u1ee7a g\u1ed7. C\u00e1c th\u00f4ng tin trong c\u01a1 s\u1edf d\u1eef li\u1ec7u \u0111\u01b0\u1ee3c thi\u1ebft k\u1ebf th\u00e2n thi\u1ec7n, ng\u1eafn g\u1ecdn v\u00e0 d\u1ec5 s\u1eed d\u1ee5ng \u0111\u1ed1i v\u1edbi ng\u01b0\u1eddi d\u00f9ng, cho ph\u00e9p truy c\u1eadp nhanh v\u00e0 kh\u00f4ng b\u1ecb nh\u1ea7m l\u1eabn. Danh s\u00e1ch c\u1ee5 th\u1ec3 50 lo\u00e0i \u0111\u01b0\u1ee3c li\u1ec7t k\u00ea chi ti\u1ebft trong b\u1ea3ng 1 (khi c\u00f3 nhu c\u1ea7u c\u00f3 th\u1ec3 m\u1edf r\u1ed9ng d\u1eef li\u1ec7u c\u00e1c lo\u00e0i g\u1ed7).<\/p>\n\n\n\n

B\u1ea3ng 1. Danh s\u00e1ch 50 lo\u00e0i g\u1ed7 ph\u1ed5 bi\u1ebfn trong b\u1ed9 c\u01a1 s\u1edf d\u1eef li\u1ec7u.<\/em><\/p>\n\n\n\n

TT<\/strong><\/td>T\u00ean lo\u00e0i g\u1ed7<\/strong><\/td>T\u00ean khoa h\u1ecdc<\/strong><\/td><\/tr><\/thead>
1<\/td>Anh \u0111\u00e0o<\/td>Prunus avium<\/em><\/td><\/tr>
2<\/td>B\u1ea1ch \u0111\u00e0n nh\u1eadp kh\u1ea9u<\/td>Eucalyptus grandis<\/em><\/td><\/tr>
3<\/td>B\u1ed3 \u0111\u1ec1<\/td>Styrax tonkinensis<\/em><\/td><\/tr>
4<\/td>C\u1ea9m lai<\/td>Dalbergia oliveri<\/em><\/td><\/tr>
5<\/td>C\u0103m xe<\/td>Xylia xylocarpa<\/em><\/td><\/tr>
6<\/td>Cao su<\/td>Hevea brasiliensis<\/em><\/td><\/tr>
7<\/td>Chi\u00eau li\u00eau<\/td>Terminalia chebula<\/em><\/td><\/tr>
8<\/td>Ch\u00f2 ch\u1ec9<\/td>Parashorea chinensis<\/em><\/td><\/tr>
9<\/td>Curupau<\/td>Anadenanthera colubrina<\/em><\/td><\/tr>
10<\/td>D\u00e1ng h\u01b0\u01a1ng<\/td>Pterocarpus macrocarpus<\/em><\/td><\/tr>
11<\/td>D\u00e1ng h\u01b0\u01a1ng ch\u00e2u Phi – Padouk<\/td>Pterocarpus soyauxii<\/em><\/td><\/tr>
12<\/td>D\u01b0\u01a1ng – Poplar<\/td>Populus alba<\/em><\/td><\/tr>
13<\/td>D\u1ebb gai<\/td>Fagus sylvatica<\/em><\/td><\/tr>
14<\/td>\u0110inh h\u01b0\u01a1ng<\/td>Dysoxylum cauliflorum<\/em><\/td><\/tr>
15<\/td>\u0110inh th\u1ed1i<\/td>Fernandoa brilletii<\/em><\/td><\/tr>
16<\/td>Gi\u1ed5i l\u1ee5a<\/td>Magnolia odora<\/em><\/td><\/tr>
17<\/td>G\u00f5 \u0111\u1ecf ch\u00e2u Phi – Doussie<\/td>Afzelia africana<\/em><\/td><\/tr>
18<\/td>G\u1ee5 lau<\/td>Sindora tonkinensis<\/em><\/td><\/tr>
19<\/td>Iroko<\/td>Milicia excelsa<\/em><\/td><\/tr>
20<\/td>Jatoba<\/td>Hymenaea courbaril<\/em><\/td><\/tr>
21<\/td>Keo lai<\/td>A. mangium x A. auriculiformis<\/em><\/td><\/tr>
22<\/td>L\u00e1t hoa<\/td>Chukrasia tabularis<\/em><\/td><\/tr>
23<\/td>Lim nh\u1eadp kh\u1ea9u – Tali<\/td>Erythrophleum ivorense<\/em><\/td><\/tr>
24<\/td>Lim xanh<\/td>Erythrophleum fordii<\/em><\/td><\/tr>
25<\/td>M\u00edt m\u1eadt<\/td>Artocarpus heterophyllus<\/em><\/td><\/tr>
26<\/td>M\u1ee1<\/td>Magnolia conifera<\/em><\/td><\/tr>
27<\/td>Mun s\u1ecdc<\/td>Diospyros salletii<\/em><\/td><\/tr>
28<\/td>Mu\u1ed3ng \u0111en<\/td>Senna siamea<\/em><\/td><\/tr>
29<\/td>Nghi\u1ebfn<\/td>Burretiodendron hsienmu<\/em><\/td><\/tr>
30<\/td>\u00d3c ch\u00f3 – Walnut<\/td>Juglans regia<\/em><\/td><\/tr>
31<\/td>Phong v\u00e0ng<\/td>Betula alleghaniensis<\/em><\/td><\/tr>
32<\/td>Qu\u1ebf<\/td>Cinnamomum cassia<\/em><\/td><\/tr>
33<\/td>Robinia<\/td>Robinia pseudoacacia<\/em><\/td><\/tr>
34<\/td>Sapelli<\/td>Entandrophragma cylindricum<\/em><\/td><\/tr>
35<\/td>S\u1ebfn m\u1eadt<\/td>Madhuca pasquieri<\/em><\/td><\/tr>
36<\/td>S\u1ed3i \u0111\u1ecf<\/td>Quercus rubra<\/em><\/td><\/tr>
37<\/td>S\u1ed3i tr\u1eafng<\/td>Quercus alba<\/em><\/td><\/tr>
38<\/td>S\u01b0a<\/td>Dalbergia tonkinensis<\/em><\/td><\/tr>
39<\/td>T\u1ea7n b\u00ec<\/td>Fraxinus excelsior<\/em><\/td><\/tr>
40<\/td>T\u00e1u m\u1eadt<\/td>Vatica odorata<\/em><\/td><\/tr>
41<\/td>T\u1ebfch<\/td>Tectona grandis<\/em><\/td><\/tr>
42<\/td>Tr\u1eafc<\/td>Dalbergia cochinchinensis<\/em><\/td><\/tr>
43<\/td>Trai l\u00fd<\/td>Garcinia fagraeoides<\/em><\/td><\/tr>
44<\/td>Tr\u00e1m h\u1ed3ng<\/td>Canarium bengalense<\/em><\/td><\/tr>
45<\/td>X\u00e0 c\u1eeb<\/td>Khaya senegalensis<\/em><\/td><\/tr>
46<\/td>Xoan \u0111\u00e0o<\/td>Prunus arborea<\/em><\/td><\/tr>
47<\/td>Xoan ta<\/td>Melia azedarach<\/em><\/td><\/tr>
48<\/td>Xoay<\/td>Dialium cochinchinense<\/em><\/td><\/tr>
49<\/td>P\u01a1 mu<\/td>Fokienia hodginsii<\/em><\/td><\/tr>
50<\/td>Th\u00f4ng \u0111u\u00f4i ng\u1ef1a<\/td>Pinus massoniana<\/em><\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n
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Mo\u0111un nh\u1eadp\/ch\u1ec9nh s\u1eeda danh s\u00e1ch ph\u00e2n nh\u00f3m g\u1ed7    <\/em>

Mo\u0111un nh\u1eadp\/ch\u1ec9nh s\u1eeda danh s\u00e1ch t\u1eebng lo\u00e0i g\u1ed7<\/em><\/figcaption><\/figure><\/div>\n\n\n\n
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K\u1ebft c\u1ea5u th\u00f4ng tin v\u1ec1 t\u1eebng lo\u00e0i g\u1ed7    <\/em><\/figcaption><\/figure>\n\n\n\n

<\/p>\n\n\n\n

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Giao di\u1ec7n m\u00f4 t\u1ea3 th\u00f4ng tin c\u1ee7a lo\u00e0i g\u1ed7 S\u1ed3i \u0111\u1ecf<\/em>
H\u00ecnh 1. B\u1ed9 c\u01a1 s\u1edf d\u1eef li\u1ec7u 50 lo\u00e0i g\u1ed7 tr\u00ean giao di\u1ec7n web.<\/em><\/figcaption><\/figure>\n\n\n\n

Nh\u1eadn bi\u1ebft nhanh 1 lo\u00e0i g\u1ed7 trong 10-15 gi\u00e2y b\u1eb1ng \u0111i\u1ec7n tho\u1ea1i th\u00f4ng minh<\/strong><\/p>\n\n\n\n

Ph\u1ea7n m\u1ec1m (app) VNUF-Wood \u0111\u01b0\u1ee3c ph\u00e1t tri\u1ec3n tr\u00ean n\u1ec1n t\u1ea3ng Android v\u00e0 iOS cho \u0111i\u1ec7n tho\u1ea1i th\u00f4ng minh. Do y\u00eau c\u1ea7u ph\u1ea7n m\u1ec1m ch\u1ea1y tr\u00ean \u0111i\u1ec7n tho\u1ea1i th\u00f4ng m\u00ecnh, n\u00ean c\u1ea7n m\u1ed9t model nh\u1eb9, nhanh, \u0111\u00e1p \u1ee9ng \u0111\u01b0\u1ee3c ph\u1ea7n c\u1ee9ng c\u1ee7a \u0111i\u1ec7n tho\u1ea1i th\u00f4ng minh. V\u00ec v\u1eady, gi\u1eefa r\u1ea5t nhi\u1ec1u model th\u00ec MobileNet c\u1ee7a Tensorflow l\u00e0 1 l\u1ef1a ch\u1ecdn t\u1ed1i \u01b0u cho vi\u1ec7c gi\u1ea3i quy\u1ebft b\u00e0i to\u00e1n nh\u1eadn di\u1ec7n \u1ea3nh qua \u0111i\u1ec7n tho\u1ea1i. Sau khi training cho m\u00e1y v\u00e0 t\u1ea1o ra m\u1ea1ng neural \u1ea3o, m\u1ea1ng neural \u0111\u00f3 s\u1ebd \u0111\u01b0\u1ee3c \u0111\u01b0a v\u00e0o ph\u1ea7n m\u1ec1m c\u00e0i \u0111\u1eb7t tr\u00ean \u0111i\u1ec7n tho\u1ea1i, v\u00e0 \u0111\u01b0\u1ee3c s\u1eed d\u1ee5ng khi nh\u1eadn di\u1ec7n \u1ea3nh.<\/p>\n\n\n\n

Tr\u00ean c\u01a1 s\u1edf ch\u1ee5p \u1ea3nh tr\u1ef1c ti\u1ebfp m\u1eb7t c\u1eaft ngang c\u1ee7a g\u1ed7 (qua k\u00ednh macro lens ph\u00f3ng \u0111\u1ea1i 15 l\u1ea7n) \u0111\u1ec3 nh\u1eadn bi\u1ebft \u0111\u01b0\u1ee3c t\u1eebng lo\u00e0i g\u1ed7. V\u1edbi thao t\u00e1c \u0111\u01a1n gi\u1ea3n v\u00e0 d\u1ee5ng c\u1ee5 c\u1ea7m tay, ch\u00fang ta ho\u00e0n to\u00e0n c\u00f3 th\u1ec3 nh\u1eadn bi\u1ebft nhanh 1 lo\u00e0i g\u1ed7 b\u1ea5t k\u1ef3 (trong nh\u00f3m 50 lo\u00e0i g\u1ed7 tr\u00ean) trong th\u1eddi gian thao t\u00e1c kho\u1ea3ng 10-15 gi\u00e2y (ch\u1ee7 y\u1ebfu l\u00e0 th\u1eddi gian gi\u1eef \u0111\u1ec3 l\u1ea5y \u1ea3nh n\u00e9t cho m\u00e1y nh\u1eadn d\u1ea1ng ch\u00ednh x\u00e1c lo\u00e0i g\u1ed7). Ph\u1ea7n m\u1ec1m n\u00e0y c\u00f3 1 s\u1ed1 t\u00ednh n\u0103ng n\u1ed5i b\u1eadt sau:<\/p>\n\n\n\n

+ Ho\u1ea1t \u0111\u1ed9ng offline.<\/p>\n\n\n\n

+ Cho ph\u00e9p c\u1eadp nh\u1eadt d\u1eef li\u1ec7u t\u1ef1 \u0111\u1ed9ng t\u1eeb web.<\/p>\n\n\n\n

+ Th\u00f4ng tin phong ph\u00fa: t\u00ean, ph\u00e2n lo\u1ea1i, c\u1ea5u t\u1ea1o, ph\u00e2n b\u1ed1, \u0111\u1eb7c t\u00ednh, s\u1eed d\u1ee5ng, t\u00ecnh tr\u1ea1ng b\u1ea3o t\u1ed3n.<\/p>\n\n\n\n

+ Nh\u1eadn bi\u1ebft qua \u1ea3nh ch\u1ee5p g\u1eedi t\u1eeb hi\u1ec7n tr\u01b0\u1eddng.<\/p>\n\n\n\n

+ \u1ee8ng d\u1ee5ng tr\u00ean n\u1ec1n t\u1ea3ng h\u1ec7 \u0111i\u1ec1u h\u00e0nh Android v\u00e0 iOS.  <\/p>\n\n\n\n

\"\"\/
H\u00ecnh 2. B\u1ed9 c\u00f4ng c\u1ee5 v\u00e0 c\u00e1c b\u01b0\u1edbc \u0111\u1ec3 nh\u1eadn bi\u1ebft nhanh g\u1ed7.<\/em><\/figcaption><\/figure><\/div>\n\n\n\n

<\/p>\n\n\n\n

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H\u00ecnh 3. Giao di\u1ec7n ph\u1ea7n m\u1ec1m nh\u1eadn bi\u1ebft nhanh g\u1ed7 tr\u00ean \u0111i\u1ec7n tho\u1ea1i th\u00f4ng minh.<\/em><\/figcaption><\/figure><\/div>\n\n\n\n

Thay l\u1eddi k\u1ebft<\/strong><\/p>\n\n\n\n

VNUF-Wood l\u00e0 1 \u1ee9ng d\u1ee5ng (app) c\u00f3 th\u1ec3 nh\u1eadn bi\u1ebft kh\u00e1 nhanh v\u00e0 ch\u00ednh x\u00e1c 50 lo\u00e0i g\u1ed7 l\u01b0u h\u00e0nh ph\u1ed5 bi\u1ebfn tr\u00ean \u0111\u1ecba b\u00e0n H\u00e0 N\u1ed9i. V\u1edbi thao t\u00e1c v\u00e0 c\u00f4ng c\u1ee5 \u0111\u01a1n gi\u1ea3n, c\u00e1n b\u1ed9 ki\u1ec3m l\u00e2m ho\u00e0n to\u00e0n c\u00f3 th\u1ec3 nh\u1eadn bi\u1ebft ch\u00ednh x\u00e1c 50 lo\u00e0i g\u1ed7 n\u00eau tr\u00ean m\u1ed9t c\u00e1ch kh\u00e1ch quan v\u00e0 \u0111\u01b0a ra h\u01b0\u1edbng x\u1eed l\u00fd k\u1ecbp th\u1eddi khi x\u1eed l\u00fd c\u00e1c v\u1ee5 vi\u1ec7c vi ph\u1ea1m h\u00e0nh ch\u00ednh. \u0110\u00e2y l\u00e0 c\u00f4ng c\u1ee5 h\u1ed7 tr\u1ee3 \u0111\u1eafc l\u1ef1c cho l\u1ef1c l\u01b0\u1ee3ng ki\u1ec3m l\u00e2m c\u0169ng nh\u01b0 c\u00e1c l\u1ef1c l\u01b0\u1ee3ng qu\u1ea3n l\u00fd l\u00e2m s\u1ea3n kh\u00e1c trong vi\u1ec7c ki\u1ec3m so\u00e1t v\u00e0 ng\u0103n ng\u1eeba c\u00e1c h\u00e0nh vi bu\u00f4n b\u00e1n v\u00e0 v\u1eadn chuy\u1ec3n c\u00e1c lo\u00e0i g\u1ed7 b\u1ea5t h\u1ee3p ph\u00e1p, g\u00f3p ph\u1ea7n th\u1ef1c thi ph\u00e1p lu\u1eadt v\u00e0 tu\u00e2n th\u1ee7 c\u00e1c cam k\u1ebft qu\u1ed1c t\u1ebf m\u00e0 Vi\u1ec7t Nam \u0111\u00e3 k\u00fd k\u1ebft nh\u01b0 VPA\/FLEGT khi s\u1ea3n ph\u1ea9m g\u1ed7 Vi\u1ec7t Nam v\u00e0o th\u1ecb tr\u01b0\u1eddng EU hay \u0111\u1ea1o lu\u1eadt Lacey khi v\u00e0o th\u1ecb tr\u01b0\u1eddng M\u1ef9.
   <\/p>\n\n\n\n

* S\u1ea3n ph\u1ea9m do Chi c\u1ee5c Ki\u1ec3m l\u00e2m H\u00e0 N\u1ed9i h\u1ed7 tr\u1ee3 t\u00e0i ch\u00ednh th\u1ef1c hi\u1ec7n th\u00f4ng qua g\u00f3i th\u1ea7u \u201cX\u00e2y d\u1ef1ng c\u01a1 s\u1edf d\u1eef li\u1ec7u nh\u1eadn bi\u1ebft nhanh t\u00ean g\u1ed7, cho c\u00e1c lo\u1ea1i g\u1ed7 l\u01b0u h\u00e0nh ph\u1ed5 bi\u1ebfn tr\u00ean \u0111\u1ecba b\u00e0n TP H\u00e0 N\u1ed9i nh\u1eb1m ph\u1ee5c v\u1ee5 c\u00f4ng t\u00e1c ki\u1ec3m tra, gi\u00e1m s\u00e1t, qu\u1ea3n l\u00fd c\u1ee7a Chi c\u1ee5c Ki\u1ec3m l\u00e2m H\u00e0 N\u1ed9i\u201d<\/strong><\/em>.<\/p>\n\n\n\n

<\/p>\n\n\n\n

Ngu\u1ed3n: PGS.TS L\u00ea Xu\u00e2n Ph\u01b0\u01a1ng, ThS Nguy\u1ec5n Th\u1ecb Loan, PGS.TS V\u0169 M\u1ea1nh T\u01b0\u1eddng, PGS.TS \u0110\u1ed3ng Thanh H\u1ea3i- https:\/\/vjst.vn\/vn\/tin-tuc\/3397\/ung-dung-tri-tue-nhan-tao-trong-nhan-biet-nhanh-go-tren-dien-thoai-thong-minh.aspx<\/em><\/p>\n","protected":false},"excerpt":{"rendered":"

Nh\u1eadn bi\u1ebft nhanh g\u1ed7 l\u00e0 nhu c\u1ea7u thi\u1ebft y\u1ebfu trong qu\u1ea3n l\u00fd c\u0169ng nh\u01b0 ng\u0103n ch\u1eb7n bu\u00f4n b\u00e1n g\u1ed7 b\u1ea5t h\u1ee3p ph\u00e1p. \u0110\u1ec3 gi\u1ea3i quy\u1ebft v\u1ea5n \u0111\u1ec1 n\u00e0y, c\u00e1c nh\u00e0 khoa h\u1ecdc thu\u1ed9c Tr\u01b0\u1eddng \u0110\u1ea1i h\u1ecdc L\u00e2m nghi\u1ec7p (VNUF) \u0111\u00e3 ti\u00ean phong \u1ee9ng d\u1ee5ng tr\u00ed tu\u1ec7 nh\u00e2n t\u1ea1o (AI) trong nh\u1eadn bi\u1ebft nhanh g\u1ed7 tr\u00ean […]<\/p>\n","protected":false},"author":25,"featured_media":0,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[47],"tags":[],"class_list":["post-29518","post","type-post","status-publish","format-standard","hentry","category-tin-tuc"],"_links":{"self":[{"href":"https:\/\/casta.ttud.com.vn\/index.php\/wp-json\/wp\/v2\/posts\/29518","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/casta.ttud.com.vn\/index.php\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/casta.ttud.com.vn\/index.php\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/casta.ttud.com.vn\/index.php\/wp-json\/wp\/v2\/users\/25"}],"replies":[{"embeddable":true,"href":"https:\/\/casta.ttud.com.vn\/index.php\/wp-json\/wp\/v2\/comments?post=29518"}],"version-history":[{"count":2,"href":"https:\/\/casta.ttud.com.vn\/index.php\/wp-json\/wp\/v2\/posts\/29518\/revisions"}],"predecessor-version":[{"id":29521,"href":"https:\/\/casta.ttud.com.vn\/index.php\/wp-json\/wp\/v2\/posts\/29518\/revisions\/29521"}],"wp:attachment":[{"href":"https:\/\/casta.ttud.com.vn\/index.php\/wp-json\/wp\/v2\/media?parent=29518"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/casta.ttud.com.vn\/index.php\/wp-json\/wp\/v2\/categories?post=29518"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/casta.ttud.com.vn\/index.php\/wp-json\/wp\/v2\/tags?post=29518"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}