How AI is enhancing aerial imagery to help identify items usually recognized by humans

With the help of AI, organizations are finding ways to turbocharge photographic imagery so that it comes with both content and context.

Image: Pete Eklund

A construction company can now gain access to aerial imagery of an entire project and map this imagery to what its project lists in terms of tasks completed and those underway or waiting. There no longer is a constant need to physically travel to a site for a physical inspection.

SEE: Artificial Intelligence Ethics Policy (TechRepublic Premium)

“You can use artificial intelligence to turn high-resolution aerial imagery into a powerful project management tool for a variety of industries, including construction, insurance and government agencies,” said Tony Agresta, general manager of North America for Nearmap, which provides aerial imagery and geospatial data. “Using AI, these organizations can virtually inspect, measure and analyze hundreds of location insights such as property lines, shrubbery on a property, roof and building dimensions, vegetation in areas where animals can be relocated and more. Viewing perspectives can be rotated, tilted and changed to see an image from any angle.”

This is a giant step forward from past practice, when the aerial imagery organizations relied on was often out of date, lacked data and context and was difficult to integrate with other software.

Today, systems can capture and process aerial imagery. Companies can use software to custom-label images. They can employ machine learning model architectures, data processing and tools to extract and interact with the data.

“For every aerial survey that’s conducted, the AI system is running to detect dozens of objects,” Agresta said. “By utilizing human expert labeling to train the models, machine learning models can mimic a human’s ability to recognize features in an image.”

See also  Zero trust leaders avert 5 cyber disasters per year on average

Agresta points to how the Australian Red Cross used advanced visual imagery and AI during the 2019-2022 brushfires to verify claims for assistance.

“Initially offering grants of up to $70,000 to those hit the hardest, the Australian Red Cross was looking for a way to streamline how funds could be allocated to people in need,” Agresta said. ”By using visual imagery supplemented with AI, the Australian Red Cross was able to access high-resolution aerial imagery that was captured within days following the fires to visually assess whether the damage [from brush fires] was a factor present in incomplete applications for aid it had received. This gave them the information they needed to keep grants moving along with ease.“

The ability to solve real-world problems with aerial imagery and software is enhanced by systems that now update these images more often so images stay current. Aerial imagery systems also come with APIs (application programming interfaces) that allow them to be used with a wide range of systems and applications.

SEE: How aerial photography integrated with GIS systems can help make cities smarter (TechRepublic)

Aerial imagery is a great option for those looking to save time and money because it makes it possible for site visits and inspections to be done virtually,” Agresta said. “But If you are looking to make more decisions based on aerial imagery, there are a few key considerations, such as making sure that the aerial imagery provider you select can give you the insights and information necessary for your project.”

Important points you will want to check on with any aerial imagery provider are how accurate the depth and height measurements or the identification of a particular detail are, since the AI operating on the data will only be as good as the data it works on.

See also  How to enable SSH 2FA on Ubuntu Server 22.04

Additionally, you should also check the compatibility between the systems you’re running in-house or on the cloud and the aerial imagery you want to use with them.

“There is also one other consideration,” Agresta said. “You should always compare current images with historical images to make sure there is nothing you’ve accidentally overlooked when it comes to seasonal changes or climate change.”

Source link

© 2022, Admin. All rights reserved.

istanbul escort aksaray escort arnavutköy escort ataköy escort avcılar escort avcılar türbanlı escort avrupa yakası escort bağcılar escort bahçelievler escort bahçeşehir escort bakırköy escort başakşehir escort bayrampaşa escort beşiktaş escort beykent escort beylikdüzü escort beylikdüzü türbanlı escort beyoğlu escort büyükçekmece escort cevizlibağ escort çapa escort çatalca escort esenler escort esenyurt escort esenyurt türbanlı escort etiler escort eyüp escort fatih escort fındıkzade escort florya escort gaziosmanpaşa escort güneşli escort güngören escort halkalı escort ikitelli escort istanbul escort kağıthane escort kayaşehir escort küçükçekmece escort mecidiyeköy escort merter escort nişantaşı escort sarıyer escort sefaköy escort silivri escort sultangazi escort suriyeli escort şirinevler escort şişli escort taksim escort topkapı escort yenibosna escort zeytinburnu escort porno 1080p porno izle 4k porno izle 720p porno izle abella danger alman alman porno alman porno izle aloha tube porno amatör amatör porno amatör porno izle anal anal porno anal porno izle arap porno asa akira porno asyalı porno bangbros porno bangbros porno izle banyoda sikis başörtülü porno beeg porno izle beyaz tenli porno izle biseksuel porno izle bisexsuel porno brandi love porno brazzers brazzers porno izle canli porno canli porno izle çinli porno çinli porno izle ensest porno ensest porno izle ensest seks erotik porno erotik porno izle esmer porno esmer porno izle etek altı fake agent fake taxi fake taxi porno fantazi pornoları fantezi porno izle fetiş porno fetiş porno izle fetish fransız porno fransız porno izle full hd hg porno izle gangbang porno genç kız porno izle genç kız sikişi genç teen porno izle gizli çekim porno gizli çekim pornosu grup pornosu grup porno grup porno izle hd pornolar hd porno hd porno izle hemşire porno hemşire pornosu hizmetçi porno hizmetçi porno izle ingiliz porno japon pornoları japon porno kızlık bozma kızlık bozma porno izle konulu porno konulu porno izle koreli porno köylü pornoları kumral porno kumral porno izle latin pornoları latin porno latin porno izle lezbiyen pornoları lezbiyen porno lezbiyen porno izle lisa ann porno liseli pornoları liseli porno liseli porno izle manken porno manken porno izle masaj porno izle masturbasyon porno izle masturbasyon pornoları mature porno mia khalifa porno mia malkova porno milf porno izle mobil porno mobil porno izle öğrenci porno izle öğretmen porno izle okul porno izle olgun kadın pornosu olgun porno oral porno oral porno izle oral seks porna izle pornhub pornhub porno izle porno film izle porno indir porno izle porno resimler porno star porntube porno izle redtube redtube pornoları riley reid porno rokettube rus pornoları rus porno rus porno izle sakso blowjob porno izle sarışın pornoları sarışın porno sarışın porno izle sarışın pornoları sekreter porno shemale sikiş sikiş sikiş izle şişman porno siyahi pornoları suriyeli pornoları swinger porno tecavüz porno teen porn türbanlı pornoları türbanlı porno türk pornoları türk porno türk porno izle türkçe altyazılı porno türkçe altyazılı porno izle xhamster pornoları xhamster porno xhamster porno izle xnxx xnxx porno xnxx porno izle xvideos xvideos porno izle yaşlı porno yeşilçam porno izle youjizz youporn youporn porno izle zenci porno güvenilir bahis siteleri bahis siteleri casino deneme bonusu casino siteleri deneme bonusu para yatırma bonusu bahis siteleri casino siteleribahis sitesi para yatırma