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.

Dataset

Building a robust dataset for detecting suspicious behaviors effectively.

A digital rendering of an electronic circuit board, with a central black chip featuring the text 'CHAT GPT' and 'Open AI' in gradient colors. The background consists of a pattern of interconnected triangular plates, illuminated with a blue and purple glow, adding a futuristic feel.
A digital rendering of an electronic circuit board, with a central black chip featuring the text 'CHAT GPT' and 'Open AI' in gradient colors. The background consists of a pattern of interconnected triangular plates, illuminated with a blue and purple glow, adding a futuristic feel.
Four small, white robot figures are sitting in a row, each with a laptop in front of them. They have round bodies and blue accents, with 'AI' displayed on their chests. The background is minimal and light gray, emphasizing the robots and their computers.
Four small, white robot figures are sitting in a row, each with a laptop in front of them. They have round bodies and blue accents, with 'AI' displayed on their chests. The background is minimal and light gray, emphasizing the robots and their computers.
A grey processor chip with the letters 'AI' prominently displayed in blue, set against a subtle background with faint outlines of a map.
A grey processor chip with the letters 'AI' prominently displayed in blue, set against a subtle background with faint outlines of a map.

Data Preparation

Building a dataset of labeled video clips for analysis.

A monochrome image featuring an illuminated neural network pattern resembling a human brain against a dark background. Below the brain image is a text section, which includes the title 'seeing the beautiful brain today' in bold and descriptive text about advances in neuroscience and imaging techniques.
A monochrome image featuring an illuminated neural network pattern resembling a human brain against a dark background. Below the brain image is a text section, which includes the title 'seeing the beautiful brain today' in bold and descriptive text about advances in neuroscience and imaging techniques.
Dataset Creation

100k labeled video clips covering suspicious behaviors.

A low-light image featuring a blurred, glowing white Google Bard logo in the background and a clear OpenAI logo with a knot design in the foreground, set against a dark background.
A low-light image featuring a blurred, glowing white Google Bard logo in the background and a clear OpenAI logo with a knot design in the foreground, set against a dark background.
Model Optimization

Fine-tuning models for improved performance and accuracy.

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.
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.
A stylized, green geometric logo resembling overlapping lines forms the central focus. Below the logo, the text 'Open AI' is displayed in a golden hue. The background features a pattern of concentric, reflective circles with a teal tint on a dark surface.
A stylized, green geometric logo resembling overlapping lines forms the central focus. Below the logo, the text 'Open AI' is displayed in a golden hue. The background features a pattern of concentric, reflective circles with a teal tint on a dark surface.
Ethical Validation

Analyzing model decisions and assessing public acceptance.

API Integration

Enabling multimodal fine-tuning for joint training purposes.

A glowing neon sign displaying the letters 'AI' is mounted on a dark, textured wall that resembles a circuit board or technological pattern.
A glowing neon sign displaying the letters 'AI' is mounted on a dark, textured wall that resembles a circuit board or technological pattern.

Video data preparation

Research

Innovative models for detecting suspicious behaviors effectively.

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