??????? ?????? ?? ??? ??? ??? ??????? ?? ?????? ????: ?? ?????? ??????
?????? ??????? ?? ?????? ???? ?? ??? - ??????? ??????? ????? ?? ????????? ?????????? ?? ??? ???? ??? ???? ?????? ???? - ????? ?? ???? - ?? ?? ????? ?? ("?? ???") ?? ?????? ??? - ?? ?????? ?? ???? ??? ??????? ???, ?????, ???? (???, ???, ???? ????, ?????), ?? ??????? ??? ???????? ??? - ???? ?? ??????? ????????? ??, ???????????? ????? ?? ???, ?? ?????? ???? ??? ???? ?? ?? ?? ????? ????? ???? ???
1? ??? - to - ??? AI ??????? ????????
??????? ??? ?? ?????? ???????? ?? ?????? ???? ??:
-
?????? ??????: ???? - ????/??????? ?????? ?? ??????????? ????????
-
????? - ??????????: ????? ?????????, ????, ????????????
-
??????: ???????? ???????? ??? ???????? ?? ?????? ?? CNNS (????, YOLOV7, FASTER R - CNN)?
-
????? - ??????????: ????????, ????? ?????, ???????? ???????
-
????????: ??? ??????????, ??????? ?????, ?????? ?????? - ??????? ???????
2? ?? ???? ?????? ??? ???????????
-
?? ???:
-
Inference On - Camera ?? On - ????? NVR/DVR
-
????????: ??????? - ?? ???????, ?? ?????????, ??????? ???????
-
???: ????? ???? ??????, ????????? ?????
-
-
???? ???:
-
????????? ????????? ?????? ?? ???? ?? ???????
-
????????: ???? ????? ????, ?????????? ??????
-
???: ???? ???????, ???????? ?????, ?? ??? ??????? ?????
-
-
????????: ?????? ?? ?????????? ??? ?????; ???? ??? ???? ?????????
3? ??????? ??????
| ????? ?????? | ?????? ??????????????? | ??????? ?????? |
|---|---|---|
| ????? | ??????? ?? ??? ????? ???? ???? (????, OpenPose) | ?????? ?????; ??? ?? ???? ?????? ?? ?? ???? ?? - |
| ????? | ??? ???????? ?? ????????? (Facenet, Deepface) | ????? ????????; ???? - ???? ????? |
| ???? | ????? - ????? ???????? + ?????? (??????? - ????? ???????) | ????????/??????????? ?????????; ??????? - ???? ????? |
| ???/?????/????? | ????/???? ??????? ?? ?????????? ??????? ?????????? | ????? ?? ???????? ???????; ???? - ????? - ???? ???????? |
| ????? | ???????/????? ???????? | ??????? ???????; ???? - ?????? ??? ??? |
4? ?????????? ????????? ?? ????? ??????
-
????? ?????
-
??????? ????????, ????????? ?????, ??????? - ?????? ???????
-
-
????? ????????
-
????? - ???????? ?? ?????? ??????? ?? ????? ???; ????????????? ?????? ????
-
-
??????? ?? ??????? ???????
-
???? ?? ?????, ??? ?? ?????????? ?? ??? ?????? - ??????? ????????; ???? ?????????
-
-
???? ????? ?? ?????????? ???????? ?????
-
????? ?????? ?? ??? ?????; ????? ????? ???????
-
-
??????? ?? ???????? ???????
-
??? ?????? ????????; ???? - ?????? ??????? ???????
-
-
???????? ???
-
AI - ????????? ?????? "??? #3 ?? ?????? ?? ??? ??? ????? ?????" ???????? ?? ????? ?????
-
5? ????? ??????
-
2024 ????? ?? ????: ??? ?????? ??????? ??? ~ ???? $ 6.5 ???????
-
2030 ?????????: ???? $ 28.8 ?????? (??????? ~ 30.6%)
-
????????? ??? ??????? ???, ?????? ???????, ????? ?????????? ?? ??????? ??????? ????? ????
6? ?????, ???????? ?? ??????? ?????
-
????????: ????? ?????? ?????????? ?? ?? ????; ON - ?????? ???????? (??? ?? ?????? ???? - ??????)?
-
?????????? ???: ???????????? ??????? ?? ???? ?? ??? ????? ??????? ?? ??????????
-
??????? ???????: GDPR, CCPA, ????? ??? AI ???????? ??????????
-
???????: AI ???? ????????? ???? ??? ???????? ?? ??? ??? - ??????????
7? ?????? ?? ?????
-
?????? ?? ?????? ?????: ????? ?? ??????? ???? (???????? ???????) ?? ???? ???? ????
-
????? - ????? ??????: ?????, ?????, ????? ?? ??? ?????? ?????? ?? ?????? ????? ??? ????? ?? ????
-
????????? ???: ???? ?? ??????? ?? ????? ??? (????, "??? - ?????" ???? "?????? - ?????")?
-
????? ????? ????: ??????? ????? (??????? ??????, ????? ??????????) ?? ??? ???????? ???????????
??????
??? ?????? ???? - ??????? ????????? ?? ?????????, ??????? ?????????? ??? ?? ?????????? ?? ????? ????? ?? ???????—????? ?????????? ?? ??? ??????? ?????- ???????? ??? ???, ??? ???? ?????? ?? ??????? ???? ?? ?? ???? ???? ????? ???? ?? ????? ?? ??? ????? ??, ?? ??????????, ????? - ????? ???, ?? ????????? ?????? ??????? ??? ???????? ?? ??????? ???
??????? ??????