We report on a demonstration using the Imperial College Domestic Environment Dataset. This is a suitable dataset for this test since all scenes were captured under various clutter and contain several objects. In this demonstration, the system initially had no prior knowledge, and all objects are recognized as unknown. Later, a user interacts with the system in an online manner and teaches all object categories including amita, colgate, lipton, elite, oreo and softkings to the system using the objects extracted from scenes captured from the blue cameras as shown in the picture shown at the beginning of the video. The system conceptualizes those categories using the extracted object views. Afterward, the system is tested by the remaining ten scenes captured from different viewpoints (i.e., shown by red cameras). The system could recognize all objects properly by using the knowledge learned from the first three scenes. The underlying reason was that, at some points, the object tracking could not track the object accurately and the distinctive parts of the object were not included in the object’s point cloud.
Later, we moved the system to two new contexts, where the first context contains six instances of three categories including oreo, amita, and lipton. The robot could recognize all objects correctly by using knowledge from the previous environment. The second context comprises four instances of two object categories with very similar shapes (lipton vs. softkings). The system could recognize all objects properly by using the learned knowledge. Some misclassification also occurred throughout the demonstration. This evaluation illustrates the process of learning object categories in an open-ended fashion
About the Site 🌐
This site provides links to random videos hosted at YouTube, with the emphasis on random. 🎥
Origins of the Idea 🌱
The original idea for this site stemmed from the need to benchmark the popularity of a video against the general population of YouTube videos. 🧠
Challenges Faced 🤔
Obtaining a large sample of videos was crucial for accurate ranking, but YouTube lacks a direct method to gather random video IDs.
Even searching for random strings on YouTube doesn't yield truly random results, complicating the process further. 🔍
Creating Truly Random Links 🛠️
The YouTube API offers additional functions enabling the discovery of more random videos. Through inventive techniques and a touch of space-time manipulation, we've achieved a process yielding nearly 100% random links to YouTube videos.
About YouTube 📺
YouTube, an American video-sharing website based in San Bruno, California, offers a diverse range of user-generated and corporate media content. 🌟
Content and Users 🎵
Users can upload, view, rate, share, and comment on videos, with content spanning video clips, music videos, live streams, and more.
While most content is uploaded by individuals, media corporations like CBS and the BBC also contribute. Unregistered users can watch videos, while registered users enjoy additional privileges such as uploading unlimited videos and adding comments.
Monetization and Impact 🤑
YouTube and creators earn revenue through Google AdSense, with most videos free to view. Premium channels and subscription services like YouTube Music and YouTube Premium offer ad-free streaming.
As of February 2017, over 400 hours of content were uploaded to YouTube every minute, with the site ranking as the second-most popular globally. By May 2019, this figure exceeded 500 hours per minute. 📈
List of ours generators⚡
Random YouTube Videos Generator
Random Film and Animation Video Generator
Random Autos and Vehicles Video Generator
Random Music Video Generator
Random Pets and Animals Video Generator
Random Sports Video Generator
Random Travel and Events Video Generator
Random Gaming Video Generator
Random People and Blogs Video Generator
Random Comedy Video Generator
Random Entertainment Video Generator
Random News and Politics Video Generator
Random Howto and Style Video Generator
Random Education Video Generator
Random Science and Technology Video Generator
Random Nonprofits and Activism Video Generator
