Gallery

A close-up view of a printed pamphlet featuring a table with columns labeled 'Fault', 'Cause', and 'Remedy'. The table includes text about camera settings and photography issues such as exposure and focus. There is an adjacent column titled 'order form' with spaces for personal details like 'Name' and 'Number of slides'. The text is in a simple, clean font.
A close-up view of a printed pamphlet featuring a table with columns labeled 'Fault', 'Cause', and 'Remedy'. The table includes text about camera settings and photography issues such as exposure and focus. There is an adjacent column titled 'order form' with spaces for personal details like 'Name' and 'Number of slides'. The text is in a simple, clean font.
A dimly lit image featuring a grid pattern in the foreground, with bright light illuminating part of a scene behind it. The scene appears blurry but displays elements like intricate patterns and structures.
A dimly lit image featuring a grid pattern in the foreground, with bright light illuminating part of a scene behind it. The scene appears blurry but displays elements like intricate patterns and structures.
A close-up image focusing on a section of a light structure, possibly a digital screen or sign. The image displays pixels in vibrant colors, including blue, pink, and purple, creating abstract patterns. The view is slightly obscured by shadows and metallic elements, giving it an artistic, high-contrast appearance.
A close-up image focusing on a section of a light structure, possibly a digital screen or sign. The image displays pixels in vibrant colors, including blue, pink, and purple, creating abstract patterns. The view is slightly obscured by shadows and metallic elements, giving it an artistic, high-contrast appearance.
A black and white image featuring a prominent fingerprint on a surface with scratch marks. The texture and details of the fingerprint are clearly visible, suggesting close-up photography.
A black and white image featuring a prominent fingerprint on a surface with scratch marks. The texture and details of the fingerprint are clearly visible, suggesting close-up photography.
A digitally altered image creates a dynamic, pixelated effect resembling an abstract waterfall with cascading shapes and shades. The presentation is visually striking, turning an otherwise photographic scene into an intriguing piece of digital artwork.
A digitally altered image creates a dynamic, pixelated effect resembling an abstract waterfall with cascading shapes and shades. The presentation is visually striking, turning an otherwise photographic scene into an intriguing piece of digital artwork.
Blurry image with rectangular shapes resembling windows or light panels. The bright areas contrast with dark surroundings, creating an abstract effect.
Blurry image with rectangular shapes resembling windows or light panels. The bright areas contrast with dark surroundings, creating an abstract effect.

Showcasing our innovative deep learning research and solutions.

Deep Learning

Combining image enhancement, segmentation, and defect classification techniques.

The image contains a variety of indistinct spots or particles, possibly dust or water droplets, scattered across a background transitioning from blue at the top to orange at the bottom. The lower part of the image includes several dark, blurry shapes, potentially trees, seen in silhouette.
The image contains a variety of indistinct spots or particles, possibly dust or water droplets, scattered across a background transitioning from blue at the top to orange at the bottom. The lower part of the image includes several dark, blurry shapes, potentially trees, seen in silhouette.
Real-World Dataset

We are collecting a labeled PC crack dataset under real-world conditions for effective training and benchmarking.

The image features a close-up view of a metallic surface covered with a pattern of evenly spaced circular rust spots. The surface appears textured with a combination of rusty orange and brown tones, suggesting oxidation.
The image features a close-up view of a metallic surface covered with a pattern of evenly spaced circular rust spots. The surface appears textured with a combination of rusty orange and brown tones, suggesting oxidation.
Model Training

Training a lightweight U-Net and ResNet hybrid for enhanced detection accuracy.

Innovation

Enhancing image analysis through advanced deep learning techniques.

Quality

Research

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