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Data Mining of Traffic Video Sequences

Automatically analyzing video data is extremely important for applications such as monitoring and data collection in transportation scenarios. Machine learning techniques are often employed in order to achieve these goals of mining traffic video to find interesting events. Typically, learning-based methods require significant amount of training data provided via human annotation. For instance, in order to provide training, a user can give the system images of a certain vehicle along with its respective annotation. The system then learns how to identify vehicles in the future - however, such systems usually need large amounts of training data and thereby cumbersome human effort. In this research, we propose a method for active l\earning in which the system interactively queries the human for annotation on the most informative instances. In this way, learning can be accomplished with lesser user effort without compromising performance. Our system is also efficient computationally, thus being feasible in real data mining tasks for traffic video sequences.

Machine learning techniques are often employed in order to achieve these goals of mining traffic video to find interesting events. Typically, learning-based methods require significant amount of training data provided via human annotation.

The Real MC Eiht

Geah!

MC Eiht = Reality Rap. Enter the underbelly of Compton and discover the keys to success and longevity in the music game. Behind the Music Tales is a series which captures the mood and feel of the energy that surged from music in the 90s and 2000s. It presents exclusive original interviews as an honest record, directly from authentic creative forces, and is a distinct historical document as close to the truth as one can get. The Real MC Eiht: Geah!, the 11th book in the series, is more than an interview with a rapper. It’s the key to building a career of longevity in the music game. By telling his story, MC Eiht reveals much about the path to success, and he does so in compelling fashion. Clearly stating core philosophies - of how to be a man, how to be professional, and how to give fans what they want to hear - the valuable insight, strong convictions and raw determination of MC Eiht address issues that are important to all us of, not just fans of Gangster Rap. The Real MC Eiht: Geah! captures one of Rap’s most enduring and important artists. It is the tale of a certified foundation artist straight outta Compton, who has made his mark on Reality Rap and music for generation to come and continues to contribute to the Art Form to this day. This one is for those who love Gangsta Rap and imagine what it would feel like deep inside the underbelly of the CPT: those who wish to study tales of life on the corner, carjackings, shootings, drug deals and set tripping that connect with blunt force. This one is for the family: those who hunger for a higher understanding of how the music business flows and the path to success. The time to step your game up is now! Buy The Real MC Eiht: Geah! today.

The Real MC Eiht: Geah!, the 11th book in the series, is more than an interview with a rapper. It’s the key to building a career of longevity in the music game.

Peranan teknik sipil dan pembangunan bidang cipta karya

prasaran Direktur Jenderal Cipta Karya pada peringatan tiga belas tahun Keluarga Mahasiswa Teknik Sipil ... di Yogyakarta