Video: 'Pensieve' AI Tackles Video Rebuffering

Video: 'Pensieve' AI Tackles Video Rebuffering

LOS ANGELES — Whether it’s a cam, free, pay, tube or VOD site, online adult entertainment today relies on streaming video content and other media in demand by consumers. Unfortunately, frame buffering and other limited-bandwidth-related problems hamper viewing, especially on low-speed mobile and other connections.

This situation may be about to change, however, with a new initiative from MIT’s Computer Science and Artificial Intelligence Lab (CSAIL) and an elite team helmed by professor Mohammad Alizadeh, which is developing an AI system known as “Pensieve,” designed to optimize video stream algorithms on the fly to deliver the  best playback possible.

“Studies show that users abandon video sessions if the quality is too low, leading to major losses in ad revenue for content providers,” says Alizadeh, noting that “Sites constantly have to be looking for new ways to innovate.”

Pensieve reportedly provides a superior solution to current technologies, such as adaptive bitrate (ABR), which balances quality and speed, but also pixelates videos while attempting to maintain a reasonable level of playback quality, by analyzing real-time network conditions to select the best quality settings — a method that minimizes drawbacks seen in other approaches.

In recent testing, Pensieve’s neural network has shown its ability to reduce rebuffering by up to 30 percent while boosting quality up to 25 percent — with significant room for further improvement and applicability to bandwidth-intensive virtual reality streams.

“The bitrates you need for 4K-quality VR can easily top hundreds of megabits per second, which today’s networks simply can’t support,” Alizadeh adds. “We’re excited to see what systems like Pensieve can do for things like VR. This is really just the first step in seeing what we can do.”

Pensieve is set for an Open Source release, making it available to users at all ends of the spectrum.

For more information, click here.

Related:  

Copyright © 2025 Adnet Media. All Rights Reserved. XBIZ is a trademark of Adnet Media.
Reproduction in whole or in part in any form or medium without express written permission is prohibited.

More News

Sansyl Group Acquires Blue Donkey Media

Sansyl Group, parent company of AdultPrime Network, has acquired Blue Donkey Media B.V., owner of Dutch adult site Meiden van Holland, among several other erotic websites and television channels.

Pineapple Support to Hold Mental Health Summit

The annual Pineapple Support Mental Health Summit is taking place Dec. 15-17.

Ofcom Fines AVS Group $1.3 Million for AV Noncompliance

U.K. media regulator Ofcom on Wednesday imposed a penalty of one million pounds, or approximately $1.3 million, on AVS Group Ltd. after an investigation concluded that the company had failed to implement robust age checks on 18 adult websites.

Updated: Aylo to Help Test EU Age Verification App

Pornhub parent company Aylo plans to participate in the European Commission’s pilot program for its “white label” age verification app, a spokesperson for the company has confirmed.

Missouri Lawmaker Attempts to Revive 'Health Warnings' for Adult Sites

A Missouri state representative has introduced a bill that would require adult sites to post notices warning users of alleged physical, mental, and social harms associated with pornography, despite a previous federal court ruling against such requirements.

New Age Verification Service 'BorderAge' Launches

French startup company Needemand has officially launched its subscription-based age verification solution, BorderAge.

Ruling: Italy's 'Porn Tax' Applies to All Content Creators

Italy’s tax revenue agency has ruled that the nation’s 25% “ethical tax” on income generated from adult content applies even to smaller independent online content creators.

Proposed New Hampshire AV Bill Appears to Violate Constitution

A bill in the New Hampshire state legislature, aimed at requiring adult sites to age-verify users in that state, contains a provision that seemingly contradicts the Supremacy Clause in Article VI of the U.S. Constitution.

AEBN Publishes Report on Fetish Trends

AEBN has published a report on fetish categories from its straight and gay theaters.

Online Child Protection Hearing to Include Federal AV Bill

A House subcommittee will hold a hearing next week on a slate of bills aimed at protecting minors online, including the SCREEN Act, which would make site-based age verification of users seeking to access adult content federal law.

Show More