Video analysis: AI identifies video content and automatically generates tags and summaries.

Transforming video analysis through advanced multimodal research methodologies.

Innovative Research Design Solutions

We specialize in advanced research design, focusing on dataset construction, hierarchical model development, and validation for diverse video analysis applications.

A close-up of a person’s face with hands covering parts of their face. Blue eyes with a tear, rough stubble, and expressive features suggest emotion.

A person is seen with their face pressed against a translucent material, distorting their features and creating an expression of anguish or frustration. The image is dark, with a strong contrast between light and shadow on the face, emphasizing the emotional intensity.

A young child with a solemn expression, looking towards the camera. There is a tear on their cheek, indicating sadness or distress. The image is in black and white, adding a dramatic and emotional effect.

Our Research Approach

Our methodology includes dataset construction, hierarchical modeling, and rigorous validation to enhance video analysis and address biases effectively.

Innovative Research Design

Transforming video analysis through advanced multimodal research methodologies and cutting-edge technology.

Dataset Construction

Collecting diverse videos with multimodal annotations to enhance analysis and address biases effectively.

A close-up black and white photograph of a person experiencing a strong emotion, likely during an intense moment or expression of agony. The person's mouth is open wide, eyes are partially closed, and the features are dramatically lit, highlighting the texture of the skin and hair.

Model Development

Creating hierarchical models for encoding video frames and implementing causal event inference for enhanced insights.

A dark room with a monitor displaying a blurred image. The screen contains a scene of a road or street, possibly showing a surveillance or security footage. Soft lights cast around the scene create a moody atmosphere.

Research Design

Innovative methodologies for analyzing multimodal video datasets effectively.

A black and white photograph captures a person with an intense expression, possibly screaming or shouting. The motion blur effect adds a dynamic and emotional element to the image, emphasizing movement and intensity. The background is simple, focusing attention on the person.

Phased Approach

Our structured phases enhance video analysis through diverse data collection, model development, and rigorous validation processes.

A close-up of a person's face with expressions indicating intense emotion, possibly yelling or expressing strong feelings. The lighting is bright and the person's features, including a beard and open mouth, are prominently visible.

Model Development

We utilize advanced AI techniques to encode video frames and infer causal relationships, improving the understanding of complex video scenarios.