Civilized Software Inc. Reviews, Running Projects, Clients & Founder Details

Civilized Software was born out of necessity. Early on, we recognized that almost everyone watches porn, but there are huge swaths of the population that aren't getting their needs met by the big players in the industry. They spend tons of time just searching for the porn they want to watch and often leave unsatisfied. We're solving this with our intelligent video recommendation engine on porndora.com that learns what you like over time to give you the most personalized experience on the planet.

We also utilize advanced human action recognition models to accurately identify individuals performing various actions within videos. The domain presents unique technical challenges that make human action recognition difficult. There are inherent difficulties in recognizing positions (actions) due to light variations, occlusions, and tremendous variations in camera angles and filming techniques. Even if two positions (actions) are identical, they can be captured from such different camera perspectives that it entirely confuses the model in its predictions.

To address these challenges, we've used three different input streams to achieve the best possible results: RGB frames, human skeleton, and audio. We have trained three different models on these input streams, and their results are merged through late fusion. By using these techniques and our massive library of tagged content on porndora.com, we have achieved an accuracy rate of 90%.

The application of human action recognition in the domain has significant commercial potential. We are currently developing a commercially available API, which will be offered to interested parties soon. This API will allow businesses to improve their content management systems by automatically categorizing and tagging videos, making it easier to sort and search for relevant content.