www射-国产免费一级-欧美福利-亚洲成人福利-成人一区在线观看-亚州成人

Generations of Chinese people growing up between the 1980s and the early 2000s will no doubt share fond collective memories of spending the long afternoons of their childhood summer vacations squeezed in front of small TV sets watching their favorite shows.

Most people will be able to reel off the names of these productions, which have been broadcast over and over again: the historical detective drama The Arbiter, the martial arts saga Legend of the Dragonslayer Sword, the fantasy New Legend of Madame White Snake. You name it, we've all seen them.

Nevertheless, for the content managers at Youku, one of China's leading video streaming platforms, one problem has been bothering them for a long time.

When they finally gained the broadcasting rights for these old drama series - in a bid to tap into people's nostalgia - they were embarrassed to find users soon abandoning the series. Some viewers even stopped watching after less than a minute, their big data analysis showed.

"These old TV series are such classics, that the storylines and the acting were not the problem," says Pei Yinxiang, an IT engineer from Youku. "There was something wrong with the quality of the images."

While vintage roles and stories may be able to survive the test of time, the pictures cannot. When the blurred images and dark colors flicker onto the screens of modern digital devices, which are set up for high-definition viewing, the viewers' lukewarm response was easy to predict.

"The original tapes were often scratched or tarnished by mildew after being stored for such a long time," Pei explains. "You can imagine what they will look like on online streaming media."

Consequently, Youku launched a project to digitally restore these old drama series in November.

While the restoration of old films is commonplace in the movie industry, this kind of work on TV series is rare in China, largely because of the length of time it takes.

Restoring a feature-length film by hand can easily take months, if not up to half a year. Hong Kong film director Peter Ho-sun Chan once said the image restoration of his most acclaimed work Comrades: Almost a Love Story cost 1.5 million yuan ($224,000), excluding the expenses for restoring the soundtrack.

Faced with hundreds old TV series to restore, Youku was naturally reluctant to throw such a huge sum of money at every project. Their technicians then turned to artificial intelligence to develop programs that could automatically enhance the tapes.

"If a lengthy manual frame-by-frame restoration might be able to achieve a full score of 10, at least we could turn an 'unwatchable' series into one that achieves a score of 7 to 8 points within a shorter period of time using mass digital techniques," says Jiang Wenfei, a leading technician and head of Youku's 30-member restoration team.

He estimates that a single episode takes one working day to restore using traditional methods.

Pei explains that correcting the color cast is the most common problem they have to fix. "People's faces sometimes look like they are covered by dirt (on film), and their black hair turns green or blue."

AI algorithms also give the images a much higher definition.