Video Analysis

Multimodal video dataset with advanced annotation and reasoning capabilities.

A professional video camera setup is present, with two screens displaying the footage being recorded. The background is blurred, showing warm lights and an indistinct environment.
A professional video camera setup is present, with two screens displaying the footage being recorded. The background is blurred, showing warm lights and an indistinct environment.
A computer screen displays video editing software with multiple timelines and controls. Various clips and tracks are arranged in a grid layout on the interface. Below the screen, some papers with printed text are partially visible, indicating a workspace environment.
A computer screen displays video editing software with multiple timelines and controls. Various clips and tracks are arranged in a grid layout on the interface. Below the screen, some papers with printed text are partially visible, indicating a workspace environment.
A dashboard-mounted camera capturing street footage, with a display showing a city street scene. The device is connected with a cable and positioned on a car dashboard against a blurred urban background.
A dashboard-mounted camera capturing street footage, with a display showing a city street scene. The device is connected with a cable and positioned on a car dashboard against a blurred urban background.
A black screen or display monitor with the OpenAI logo and text in white centered in the middle. The background is a gradient transitioning from dark to light blue from top to bottom.
A black screen or display monitor with the OpenAI logo and text in white centered in the middle. The background is a gradient transitioning from dark to light blue from top to bottom.

Innovative Video Analysis Solutions

We specialize in advanced video analysis through multimodal annotations and causal event inference, enhancing security and understanding in diverse scenarios.

A humanoid robot with large, expressive eyes stands prominently, capturing attention in a tech event setting. People in business attire are visible in the background, engaged in conversation and examining displays. The scene is vibrant with a backdrop that features the phrase 'Connected All Over Europe' in bold pink lettering.
A humanoid robot with large, expressive eyes stands prominently, capturing attention in a tech event setting. People in business attire are visible in the background, engaged in conversation and examining displays. The scene is vibrant with a backdrop that features the phrase 'Connected All Over Europe' in bold pink lettering.
A person holding a professional video camera, focusing on a touchscreen display. The camera features a long lens and a handle, suggesting it is used for filming high-quality videos. The background is blurred, indicating the use of depth of field.
A person holding a professional video camera, focusing on a touchscreen display. The camera features a long lens and a handle, suggesting it is used for filming high-quality videos. The background is blurred, indicating the use of depth of field.
Large blue letters 'AI' stand prominently on a surface covered with a pattern of hexagonal shapes. Dark swirling lines intersect around the letters, creating a sense of motion and complexity. The background has a metallic sheen with a futuristic, digital style.
Large blue letters 'AI' stand prominently on a surface covered with a pattern of hexagonal shapes. Dark swirling lines intersect around the letters, creating a sense of motion and complexity. The background has a metallic sheen with a futuristic, digital style.

About Our Research Design

Our research focuses on constructing datasets, developing hierarchical models, and optimizing performance through rigorous validation in various real-world applications.

Video Analysis

Multimodal video analysis for enhanced security and insights.

A computer screen displays a video editing software interface with multiple tracks visible in the timeline. The timeline includes video and audio tracks, colored in pink, green, and blue, indicating different layers or elements. The software has various tools and menus around the timeline.
A computer screen displays a video editing software interface with multiple tracks visible in the timeline. The timeline includes video and audio tracks, colored in pink, green, and blue, indicating different layers or elements. The software has various tools and menus around the timeline.
Model Development

Creating hierarchical models for video frame analysis.

A digital video editing timeline displayed on a monitor screen, featuring multiple layers and tracks. Various clips are arranged with timelines visible, along with icons for audio and video settings. The user interface includes text and video clips organized in a sequence, indicating a detailed editing process.
A digital video editing timeline displayed on a monitor screen, featuring multiple layers and tracks. Various clips are arranged with timelines visible, along with icons for audio and video settings. The user interface includes text and video clips organized in a sequence, indicating a detailed editing process.
Data Collection

Gathering diverse videos with multimodal annotations for analysis.

A blurred motion capture of a vehicle's headlights shining brightly on a road. Streaks of light trail across the image, indicating the movement of other vehicles in a nighttime setting. The background is dimly lit, creating a contrast with the bright lights.
A blurred motion capture of a vehicle's headlights shining brightly on a road. Streaks of light trail across the image, indicating the movement of other vehicles in a nighttime setting. The background is dimly lit, creating a contrast with the bright lights.
A professional video camera with a detailed control interface is positioned in a dimly lit environment. Two vertical red lights are on either side of the camera, casting a soft glow against the dark background.
A professional video camera with a detailed control interface is positioned in a dimly lit environment. Two vertical red lights are on either side of the camera, casting a soft glow against the dark background.
Validation Process

Testing models on public datasets for performance evaluation.

Optimization Phase

Improving models through comparison of F1 scores.