IBM Watson Visual Recognition: ืึธื‘ื“ื–ืฉืขืงื˜ ื“ืขืจืงืขื ื•ื ื’ ืื™ืฆื˜ ื‘ื ื™ืžืฆื ืื•ื™ืฃ ื™ื‘ื ืงืœืึธื•ื“

IBM Watson Visual Recognition: ืึธื‘ื“ื–ืฉืขืงื˜ ื“ืขืจืงืขื ื•ื ื’ ืื™ืฆื˜ ื‘ื ื™ืžืฆื ืื•ื™ืฃ ื™ื‘ื ืงืœืึธื•ื“

ื‘ื™ื– ืœืขืฆื˜ื ืก, IBM Watson Visual Recognition ืื™ื– ื’ืขื•ื•ืขืŸ ื‘ืคึฟืจื˜ ื’ืขื ื™ืฆื˜ ืฆื• ื“ืขืจืงืขื ืขืŸ ื‘ื™ืœื“ืขืจ ื•ื•ื™ ืึท ื’ืึทื ืฅ. ืึธื‘ืขืจ, ืืจื‘ืขื˜ืŸ ืžื™ื˜ ืึท ื‘ื™ืœื“ ื•ื•ื™ ืึท ืื™ื™ืŸ ื’ืึทื ืฅ ืื™ื– ื•ื•ื™ื™ึทื˜ ืคื•ืŸ ื“ื™ ืžืขืจืกื˜ ืจื™ื›ื˜ื™ืง ืฆื•ื’ืึทื ื’. ืื™ืฆื˜, ื“ืึทื ืง ืฆื• ื“ื™ ื ื™ื™ึทืข ืฉื˜ืจื™ืš ื›ื™ื™ืคืขืฅ ื“ืขืจืงืขื ื•ื ื’, ื™ื‘ื ื•ื•ืึทืฆืึธืŸ ื™ื•ื–ืขืจื– ื–ืขื ืขืŸ ื‘ื™ื›ื•ืœืช ืฆื• ื‘ืึทืŸ ืžืึธื“ืขืœืก ืื•ื™ืฃ ื‘ื™ืœื“ืขืจ ืžื™ื˜ ืœื™ื™ื‘ืึทืœื“ ืึทื‘ื“ื–ืฉืขืงืฅ ืคึฟืึทืจ ื–ื™ื™ืขืจ ืกืึทื‘ืกืึทืงื•ื•ืึทื ื˜ ื“ืขืจืงืขื ื•ื ื’ ืื™ืŸ ืงื™ื™ืŸ ืจืึทื.

ื–ืืœ ืก ื•ื•ื™ื™ึทื–ืŸ ื•ื•ื™ ื“ืึธืก ืงืขื ืขืŸ ื–ื™ื™ืŸ ื’ืขื˜ืืŸ ืื™ืฆื˜.

ืื•ื™ื‘ ืคืจื™ืขืจ, ื ื™ืฆืŸ ื™ื‘ื ื•ื•ืึทืฆืึธืŸ, ืื™ืจ ืงืขืŸ ื•ื™ืกื˜ื™ื™ืœืŸ ืึท ื“ืึทืžื™ื“ื–ืฉื“ ืžืึทืฉื™ืŸ ืคื•ืŸ ืึท ืึทื ื“ืึทืžืึทื“ื–ืฉื“ ืžืึทืฉื™ืŸ, ืื™ืฆื˜ ืื™ืจ ืงืขื ืขืŸ ื ื™ื˜ ื‘ืœื•ื™ื– ื“ืขืจืงืขื ืขืŸ ื“ื™ ื‘ื™ื™ึทื–ื™ื™ึทืŸ ืคื•ืŸ ืฉืขื“ื™ืงืŸ, ืึธื‘ืขืจ ืื•ื™ืš ืึธืคึผืฉืึทืฆืŸ ื–ื™ื™ึทืŸ ืฉื˜ืขืœืข ืื•ืŸ ื’ืจื™ื™ืก. ื“ืขืจ ืฆื•ื’ืึทื ื’ ืื™ื– ืคื™ืœ ืžืขืจ ื™ื ืคืึธืจืžืึทื˜ื™ื•ื•, ืึทืœืึทื•ื™ื ื’ ืคืึธืจื•ื™ืกื–ืึธื’ืŸ ืฆื• ื–ื™ื™ืŸ ื’ืขืžืื›ื˜ ื•ื•ืขื’ืŸ ื“ื™ ืคึผืจื™ื™ึทื– ืคื•ืŸ ื ื™ื™ื˜ื™ืง ืจื™ืคึผืขืจื–.
ืคื•ืŸ ืงื•ืจืก, ื“ื™ ืจืฉื™ืžื” ืคื•ืŸ ืึธืคึผืฆื™ืขืก ืคึฟืึทืจ ื ื™ืฆืŸ ื“ืขื ืคืึทื ื’ืงืฉืึทื ืึทืœื™ื˜ื™ ืื™ื– ืคื™ืœ ืžืขืจ ื•ื•ื™ ืฆื• ืงืึธื ื˜ืจืึธืœื™ืจืŸ ื“ื™ ืึธืจื ื˜ืœืขื›ืงื™ื™ึทื˜ ืคื•ืŸ ื“ื™ ืžืึทืฉื™ืŸ. ืื™ืฆื˜ ืื™ืจ ืงืขื ืขืŸ ื ื•ืฆืŸ Watson Visual Recognition ืฆื•:

  • ืงืึทื•ื ื˜ื™ื ื’ ื“ื™ ื ื•ืžืขืจ ืคื•ืŸ ืžืขื ื˜ืฉืŸ ืื™ืŸ ืจื™ื™ ืึธื“ืขืจ ืงืึทืจืก ืื™ืŸ ืคืึทืจืงืขืจ ื“ื–ืฉืึทืžื–
  • ืœืขื’ื™ื˜ื™ืžืึทืฆื™ืข ืคื•ืŸ โ€‹โ€‹ืกื›ื•ื™ืจืข ืื•ื™ืฃ ืœืึทื›ืึธื“ื™ืž - ืฉืขืœื•ื•ืขืก
  • ืœืึธื’ืึธ ื“ืขืจืงืขื ื•ื ื’ ืื™ืŸ ืคืึธื˜ืึธืก
  • ืึทื ืึทืœื™ืกื™ืก ืคื•ืŸ CT ืื•ืŸ MRI ื‘ื™ืœื“ืขืจ ืคึฟืึทืจ ืึทื‘ื ืึธืจืžืึทืœืึทื˜ื™ื–
  • ืื ื“ืขืจืข ื˜ืึทืกืงืก ืฉื™ื™ึทื›ื•ืช ืฆื• ืืจื‘ืขื˜ืŸ ืžื™ื˜ ืกืคึผืขืฆื™ืคื™ืฉ ืึทื‘ื“ื–ืฉืขืงืฅ ืื™ืŸ ืคืึธื•ื˜ืึทื’ืจืึทืคืก

ืื™ืจ ื˜ืึธืŸ ื ื™ื˜ ื”ืึธื‘ืŸ ืฆื• ืคืึทืจื‘ืจืขื ื’ืขืŸ ื—ื“ืฉื™ื ืกืึทืœืขืงื˜ื™ื ื’ ืื•ืŸ ืœื™ื™ื‘ืœื™ื ื’ ื“ืึทื˜ืŸ - ืื•ื ื“ื–ืขืจ ืžืึธื“ืขืœ ืื™ื– ืฉื•ื™ืŸ ื˜ืจื™ื™ื ื“ ืื•ื™ืฃ ืขื˜ืœืขื›ืข ืžื™ืœื™ืึธืŸ ืกืึทืžืคึผืึทืœื– ืื•ืŸ ื’ื™ื˜ ืึท ื’ืึทื ืฅ ื”ื•ื™ืš ืงื•ื•ืึทืœื™ื˜ืขื˜ ืคื•ืŸ ืคึผืจืึธื’ื ืึธื– ืึธืŸ ืงื™ื™ืŸ ืขื ื“ืขืจื•ื ื’ืขืŸ. ืื•ื™ื‘ ื ื™ื™ื˜ื™ืง, ืื™ืจ ืงืขื ืขืŸ ืฉื˜ืขื ื“ื™ืง ืจื™ื˜ื™ื™ืŸ ืขืก ืึทื–ื•ื™ ืึทื– ื“ื™ ื ืขื•ืจืึทืœ ื ืขืฅ ื˜ืจืขืคืŸ ื“ื™ ืกืคึผืขืกื™ืคื™ืงืก ืคื•ืŸ ื“ื™ื™ืŸ ืคืขืœื“ ืคื•ืŸ ื˜ืขื˜ื™ืงื™ื™ื˜.

ืœืึทื‘ืขืœ ื‘ื™ืœื“ืขืจ ืื•ืŸ ื‘ืึทืŸ ืึท ืžืึธื“ืขืœ ืื•ื™ืฃ ื“ื™ื™ืŸ ื“ืึทื˜ืŸ ืคืึทืกื˜ืขืจ ืžื™ื˜ Watson Studio

ื˜ื™ืคึผื™ืงืึทืœืœื™, ื˜ืจื™ื™ื ื™ื ื’ ื“ื™ื™ืŸ ืื™ื™ื’ืขื ืข ืžืึธื“ืขืœ ืฆื• ืึทืงื™ืขืจืึทื˜ืœื™ ื“ืขืจืงืขื ืขืŸ ืึทื‘ื“ื–ืฉืขืงืฅ ืื™ื– ื“ื™ ืžืขืจืกื˜ ืฉื•ื•ืขืจ ืึทืจื‘ืขื˜ ื•ื•ืขืŸ ืื™ืจ ื‘ื•ื™ืขืŸ ืึท ืงืึธืžืคึผื™ื•ื˜ืขืจ ื–ืขืื•ื ื’ ืกื™ืกื˜ืขื. ื•ื•ืึทืฆืึธืŸ ืกื˜ื•ื“ื™ืึธ ืกืคึผื™ื“ื– ื“ืขื ืคึผืจืึธืฆืขืก ืื•ืŸ ื”ืขืœืคึผืก ืฆื• ืจืขื“ื•ืฆื™ืจืŸ ืฆื™ื™ื˜ ื•ื•ืขืŸ ืื™ืจ ืึทืจื‘ืขื˜ ืžื™ื˜ ื’ืจื•ื™ืก ื•ื•ืึทืœื™ื•ืžื– ืคื•ืŸ ื“ืึทื˜ืŸ. ืื™ืŸ ืงืึทื ื“ื–ืฉืึทื ื’ืงืฉืึทืŸ ืžื™ื˜ ืึท ืคืจื™ื™ ืึทื“ื™ืฉืึทืŸ ืึทื•ื˜ืึธ ืœืึทื‘ืขืœ ืื™ืจ ืงืขื ืขืŸ ื’ืขืฉื•ื•ื™ื ื“ ืฆื™ื™ื›ืŸ ืึทืœืข ื“ื™ ื‘ื™ืœื“ืขืจ ืื™ืŸ ื“ื™ ื“ืึทื˜ืึทืกืขื˜.

ื’ืขื˜ื™ื ื’ ืกื˜ืึทืจื˜ืขื“

ื ืึธืš ืึทืงื˜ืึทื•ื•ื™ื™ื˜ื™ื ื’ ืื•ืŸ ืงืจื™ื™ื™ื˜ื™ื ื’ ืึท ื•ื•ื™ืกื•ืึทืœ ืจืขืงืึธื’ื ื™ื˜ื™ืึธืŸ ืึทืคึผืœืึทืงื™ื™ืฉืึทืŸ ืื™ืŸ ื“ื™ ื•ื•ืึธืœืงืŸ, ืคืึทืจื‘ื™ื ื“ืŸ ืขืก ืฆื• ื•ื•ืึทืฆืึธืŸ ืกื˜ื•ื“ื™ืึธ ืื•ืŸ ืื™ืŸ ื“ื™ ืžื ื”ื’ ืžืึธื“ืขืœืก ืึธืคึผื˜ื™ื™ืœื•ื ื’, ืฉืึทืคึฟืŸ ืึท ืžืึธื“ืขืœ ืื™ืŸ ื“ื™ ื“ืขื˜ืขืงื˜ ืึธื‘ื“ื–ืฉืขืงืฅ ืคึฟืขื ืฆื˜ืขืจ.

IBM Watson Visual Recognition: ืึธื‘ื“ื–ืฉืขืงื˜ ื“ืขืจืงืขื ื•ื ื’ ืื™ืฆื˜ ื‘ื ื™ืžืฆื ืื•ื™ืฃ ื™ื‘ื ืงืœืึธื•ื“

ืฆื•ืคึฟืขืœื™ืงืขืจ ื“ื™ื™ืŸ ืจื•ื™ ื“ืึทื˜ืŸ ืื™ืŸ Watson ืกื˜ื•ื“ื™ืึธ (ืื™ืจ ืงืขื ืขืŸ ื ื•ืฆืŸ ืึท JPEG, PNG ืึธื“ืขืจ ZIP ืึทืจืงื™ื™ื•ื• ืžื™ื˜ ื“ื™ ื‘ื™ืœื“ืขืจ)

IBM Watson Visual Recognition: ืึธื‘ื“ื–ืฉืขืงื˜ ื“ืขืจืงืขื ื•ื ื’ ืื™ืฆื˜ ื‘ื ื™ืžืฆื ืื•ื™ืฃ ื™ื‘ื ืงืœืึธื•ื“

ืื•ื™ืกืงืœื™ื™ึทื‘ืŸ ืึท ื‘ื™ืœื“, ืกืขืœืขืงื˜ื™ืจืŸ ื“ืขื ื›ื™ื™ืคืขืฅ ืื™ืจ ื•ื•ื™ืœืŸ ืฆื• ื“ืขืจืงืขื ืขืŸ, ื’ืขื‘ืŸ ืขืก ืึท ื ืึธืžืขืŸ ืื•ืŸ ืจืึทื˜ืขื•ื•ืขืŸ. ืื™ื‘ืขืจื—ื–ืจืŸ ื‘ื™ื– ืื™ืจ ื”ืึธื˜ ืื•ื™ืกื’ืขืงืœื™ื‘ืŸ ืึทืœืข ื“ื™ ื ื™ื™ื˜ื™ืง ืึทื‘ื“ื–ืฉืขืงืฅ ืื™ืŸ ื“ืขื ื‘ื™ืœื“.
IBM Watson Visual Recognition: ืึธื‘ื“ื–ืฉืขืงื˜ ื“ืขืจืงืขื ื•ื ื’ ืื™ืฆื˜ ื‘ื ื™ืžืฆื ืื•ื™ืฃ ื™ื‘ื ืงืœืึธื•ื“

ืึทืžืึธืœ ืื™ืจ ื”ืึธื‘ืŸ ืึท ื‘ื™ืกืœ ื‘ื™ืœื“ืขืจ ืžื™ื˜ืŸ ื ืึธืžืขืŸ, ืื™ืจ ืงืขื ืขืŸ ื‘ืึทืŸ ืื•ืŸ ืคึผืจื•ื‘ื™ืจืŸ ื“ื™ื™ืŸ ืžืึธื“ืขืœ.

IBM Watson Visual Recognition: ืึธื‘ื“ื–ืฉืขืงื˜ ื“ืขืจืงืขื ื•ื ื’ ืื™ืฆื˜ ื‘ื ื™ืžืฆื ืื•ื™ืฃ ื™ื‘ื ืงืœืึธื•ื“

ืื™ืจ ืงืขื ื˜ ืื•ื™ืš ืœื™ื™ื’ืŸ ืžืขืจ ื‘ื™ืœื“ืขืจ ืฆื• ืคึฟืึทืจื‘ืขืกืขืจืŸ ื“ื™ ืงื•ื•ืึทืœื™ื˜ืขื˜ ืคื•ืŸ ื“ื™ ืžืึธื“ืขืœ ืžื™ื˜ ื“ื™ Auto Label ืฉื˜ืจื™ืš, ื•ื•ืึธืก ื”ืขืœืคึผืก ืื™ืจ ืฉื˜ืขืœืŸ ืึทืœืข ื“ื™ื™ืŸ ื“ืึทื˜ืŸ. ืฆื• ื ื•ืฆืŸ ื“ืขื ืคึฟื•ื ืงืฆื™ืข, ืื•ื™ืกืงืœื™ื™ึทื‘ืŸ ืึทืœืข ื“ื™ ื ื™ื™ื˜ื™ืง ื‘ื™ืœื“ืขืจ ืื•ืŸ ื’ื™ื˜ ื“ื™ "ืึทื•ื˜ืึธ ืœืึทื‘ืขืœ" ืงื ืขืคึผืœ ืึทื–ื•ื™ ืึทื– ื•ื•ืึทืฆืึธืŸ ื™ื ื“ื™ืคึผืขื ื“ืึทื ื˜ืœื™ ืœืึทื‘ืขืœืก ื“ื™ ื“ืึทื˜ืŸ ืื™ืŸ ืœื•ื™ื˜ ืžื™ื˜ ื“ื™ ืกืคึผืขืกื™ืคื™ืขื“ ืงืœืืกืŸ.

IBM Watson Visual Recognition: ืึธื‘ื“ื–ืฉืขืงื˜ ื“ืขืจืงืขื ื•ื ื’ ืื™ืฆื˜ ื‘ื ื™ืžืฆื ืื•ื™ืฃ ื™ื‘ื ืงืœืึธื•ื“

ื ืึธืš ืงืึธื ื˜ืจืึธืœื™ืจื•ื ื’ ื“ื™ ืึทืงื™ืขืจืึทืกื™ ืคื•ืŸ ื“ื™ื™ืŸ ืžืึธื“ืขืœ, ืื™ืจ ืงืขื ืขืŸ ื™ืžื‘ืขื“ ืึท ืคืึทืจื˜ื™ืง ืœื™ื™ื–ื•ื ื’ ืื™ืŸ ื“ื™ื™ืŸ ืคึผืจืึธื“ื•ืงื˜.

IBM Watson Visual Recognition: ืึธื‘ื“ื–ืฉืขืงื˜ ื“ืขืจืงืขื ื•ื ื’ ืื™ืฆื˜ ื‘ื ื™ืžืฆื ืื•ื™ืฃ ื™ื‘ื ืงืœืึธื•ื“

ืคืจื•ื‘ื™ืจื˜ ืขืก ืื™ืฆื˜ ืึทื‘ื“ื–ืฉืขืงื˜ ื“ืขืจืงืขื ื•ื ื’ ืžื™ื˜ IBM Watson Visual Recognition ืคึฟืึทืจ ืคืจื™ื™ ื”ื™ื™ึทื ื˜!

ืžื™ืจ ื•ื•ืขืœืŸ ืื•ื™ืš ืœืึทื“ืŸ ืื™ืจ ืฆื• ืคืจื™ื™ ื˜ืจื™ื™ื ื™ื ื’ ืกืขืžื™ื ืึทืจืก ืื•ื™ืฃ ื™ื‘ื ื•ื•ืึทืฆืึธืŸ ืกื˜ื•ื“ื™ืึธ ะธ ื•ื•ื™ืกื•ืึทืœ ื“ืขืจืงืขื ื•ื ื’ ืื•ื™ืฃ ื“ื™ ื™ื‘ื ืงืœืึธื•ื“, ื’ืขื”ืืœื˜ืŸ ืื™ืŸ ื ืื•ื•ืขืžื‘ืขืจ ืื™ืŸ ื“ืขื ืงืœื™ืขื ื˜ ืฆืขื ื˜ืขืจ ืคื•ืŸ ืื•ื ื“ื–ืขืจ ืžืึธืกืงื•ื•ืข ืึธืคื™ืก.

ื“ืขื˜ืึทื™ืœืขื“ ืžืขื˜ื”ืึธื“ืก:

ืžืงื•ืจ: www.habr.com

ืœื™ื™ื’ืŸ ืึท ื‘ืึทืžืขืจืงื•ื ื’