Dataset Development

We create annotated datasets for effective vocational training video assessment.

A realistic human-like mannequin or training dummy is positioned against a blurred green natural background. The mannequin has a stern, intense expression on its face, with detailed facial features including furrowed brows and deep-set eyes. It appears to be made of a smooth, solid material.
A realistic human-like mannequin or training dummy is positioned against a blurred green natural background. The mannequin has a stern, intense expression on its face, with detailed facial features including furrowed brows and deep-set eyes. It appears to be made of a smooth, solid material.
Compression Analysis

Our analysis focuses on educational effectiveness post-compression, identifying key changes in video content and visual keyframes that impact learning outcomes and viewer engagement.

Several people wearing white lab coats engage with virtual reality headsets in a lab setting. Anatomical models and skeletons can be seen in the background, indicating an educational environment focused on anatomy. The individuals appear to be interacting with VR controllers, possibly simulating medical training or anatomical study.
Several people wearing white lab coats engage with virtual reality headsets in a lab setting. Anatomical models and skeletons can be seen in the background, indicating an educational environment focused on anatomy. The individuals appear to be interacting with VR controllers, possibly simulating medical training or anatomical study.
Evaluation Metrics

We employ prompt-based evaluations to assess the educational impact of compressed datasets, ensuring that essential learning components remain intact while optimizing video quality for various training scenarios.

A large group of children sitting on the floor in a school gymnasium, watching a projected video on a screen at the front. The ceiling features exposed beams and fluorescent lights. A basketball hoop is visible above the stage. The children are wearing colorful clothing, and some sit on jackets or blankets.
A large group of children sitting on the floor in a school gymnasium, watching a projected video on a screen at the front. The ceiling features exposed beams and fluorescent lights. A basketball hoop is visible above the stage. The children are wearing colorful clothing, and some sit on jackets or blankets.

Datasets

Explore our expertly annotated vocational training video benchmark datasets.

Three CRT monitors are displayed on a shelf, each showing different images. The left screen displays an industrial setting with machinery, the middle screen shows a person wearing a helmet, possibly a worker, and the right screen shows a blurred, abstract scene.
Three CRT monitors are displayed on a shelf, each showing different images. The left screen displays an industrial setting with machinery, the middle screen shows a person wearing a helmet, possibly a worker, and the right screen shows a blurred, abstract scene.
Two individuals are engaged in a robotics task at a desk equipped with a computer displaying a 3D model of a robotic vehicle. They are surrounded by various robotic parts and kits, suggesting involvement in a constructive or educational activity.
Two individuals are engaged in a robotics task at a desk equipped with a computer displaying a 3D model of a robotic vehicle. They are surrounded by various robotic parts and kits, suggesting involvement in a constructive or educational activity.
A computer lab with several rows of black desktop computers placed on tables, each connected with various cables. The room has a blue carpet and the walls have bulletin boards with posters. The arrangement suggests a classroom or training environment.
A computer lab with several rows of black desktop computers placed on tables, each connected with various cables. The room has a blue carpet and the walls have bulletin boards with posters. The arrangement suggests a classroom or training environment.

The benchmark datasets significantly improved our training video quality and effectiveness. Highly recommend Course Compression!

John Doe

A workspace featuring a tablet and a laptop on a wooden desk. The tablet displays an online learning platform with various course thumbnails, while the laptop shows a coding environment with a colorful code editor. The setup suggests a focus on learning and coding.
A workspace featuring a tablet and a laptop on a wooden desk. The tablet displays an online learning platform with various course thumbnails, while the laptop shows a coding environment with a colorful code editor. The setup suggests a focus on learning and coding.
A conference room setting with several laptops on a large table, each being used by a person. A large screen displays a blue interface with the text 'Generate ad creatives from any website with AI'. A stainless steel water bottle and a conference phone are also visible on the table.
A conference room setting with several laptops on a large table, each being used by a person. A large screen displays a blue interface with the text 'Generate ad creatives from any website with AI'. A stainless steel water bottle and a conference phone are also visible on the table.

★★★★★