Innovative Research Design

We specialize in advanced research design, focusing on multimodal video analysis and causal event inference for diverse applications.

A close-up grayscale image of a person with wide-open eyes conveying a sense of fear or surprise. The person is holding a strand of their hair against their mouth and appears to be biting it slightly. The expression in their eyes is intense and dramatic.
A close-up grayscale image of a person with wide-open eyes conveying a sense of fear or surprise. The person is holding a strand of their hair against their mouth and appears to be biting it slightly. The expression in their eyes is intense and dramatic.
A close-up black and white portrait of a person with short hair, eyes closed, and mouth open as if crying or in emotional distress. Tears are visible on the person's cheek.
A close-up black and white portrait of a person with short hair, eyes closed, and mouth open as if crying or in emotional distress. Tears are visible on the person's cheek.

Research

A black and white photograph captures an emotional moment. A woman in the background is wiping tears with a tissue, while a man with a beard, dressed in a suit, sits in the foreground. In the blurry foreground, two people embrace closely, suggesting an intimate moment, possibly a dance or embrace.
A black and white photograph captures an emotional moment. A woman in the background is wiping tears with a tissue, while a man with a beard, dressed in a suit, sits in the foreground. In the blurry foreground, two people embrace closely, suggesting an intimate moment, possibly a dance or embrace.
Three people are visible; one person is holding a video camera with an attached microphone, focusing on the other two individuals. The person being filmed has their back to the camera and is wearing a black harness or vest, while the other person stands facing the camera with a neutral expression. The background shows a white and blue wall, likely outdoors.
Three people are visible; one person is holding a video camera with an attached microphone, focusing on the other two individuals. The person being filmed has their back to the camera and is wearing a black harness or vest, while the other person stands facing the camera with a neutral expression. The background shows a white and blue wall, likely outdoors.
A blurred portrait of a person with motion capturing an abstract effect combining red and blue lighting, giving it a dynamic feel. The face and features are indistinct due to the motion blur, creating a sense of movement and vividness.
A blurred portrait of a person with motion capturing an abstract effect combining red and blue lighting, giving it a dynamic feel. The face and features are indistinct due to the motion blur, creating a sense of movement and vividness.
A computer monitor displays video editing software with a video track on the timeline. The screen shows various editing tools and a preview of a video featuring a person with red lighting.
A computer monitor displays video editing software with a video track on the timeline. The screen shows various editing tools and a preview of a video featuring a person with red lighting.
A person with closed eyes is seen with a vibrant rainbow of colors projected onto their face, positioned across the eyelid. The colors range from red, orange, yellow, green, blue, to purple. A tear appears to trail down the cheek, adding a sense of emotion to the scene.
A person with closed eyes is seen with a vibrant rainbow of colors projected onto their face, positioned across the eyelid. The colors range from red, orange, yellow, green, blue, to purple. A tear appears to trail down the cheek, adding a sense of emotion to the scene.
A person is holding a professional video camera, with a microphone attached. They are wearing a baseball cap, glasses, and a dark shirt. In the background, there is a blurred wall with colorful vertical lines and a black and white graphic of a face.
A person is holding a professional video camera, with a microphone attached. They are wearing a baseball cap, glasses, and a dark shirt. In the background, there is a blurred wall with colorful vertical lines and a black and white graphic of a face.

Innovative designs for video analysis and event inference.

Research Design

Comprehensive approach to video analysis and event reasoning.

A close-up of a young boy with a tear on his cheek, eyes closed, displaying a contemplative or sad expression. In the background, partially blurred figures include another child wearing a pink headscarf and an adult dressed in vibrant clothing. The scene takes place against a dark backdrop, suggesting nighttime or a dimly lit environment.
A close-up of a young boy with a tear on his cheek, eyes closed, displaying a contemplative or sad expression. In the background, partially blurred figures include another child wearing a pink headscarf and an adult dressed in vibrant clothing. The scene takes place against a dark backdrop, suggesting nighttime or a dimly lit environment.
Dataset Construction

Collecting videos with multimodal annotations for analysis.

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.
A person wearing a red jacket and a black beanie is holding a Panasonic video camera, examining the screen. The focus is on the camera, with the person slightly blurred in the background, creating a depth of field effect.
A person wearing a red jacket and a black beanie is holding a Panasonic video camera, examining the screen. The focus is on the camera, with the person slightly blurred in the background, creating a depth of field effect.
A surveillance camera mounted on a white stand, positioned against a plain background. The camera is branded with the logo 'Dahua' and appears to be pointed to the right.
A surveillance camera mounted on a white stand, positioned against a plain background. The camera is branded with the logo 'Dahua' and appears to be pointed to the right.
Model Development

Creating hierarchical models for causal event inference.

Research

Innovative research design for video analysis solutions.

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