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DINOv2: Visual Feature Learning Without Supervision

Sovit Ranjan RathSovit Ranjan Rath January 6, 2025January 6, 2025 3 Comments
DINOv2 Visual Feature Learning Without Supervision

In this article, we explore the DINOv2 Self-Supervised Computer Vision model for image classification, video classification, semantic segmentation, and depth estimation. ...

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Pretraining Semantic Segmentation Model on COCO Dataset

Sovit Ranjan RathSovit Ranjan Rath December 30, 2024December 30, 2024 0 Comments
Pretraining Semantic Segmentation Model on COCO Dataset

In this article, we will be pretraining a semantic segmentation model on the COCO dataset and run inference to analyze the results. ...

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Exploring Fast Segment Anything

Sovit Ranjan RathSovit Ranjan Rath December 23, 2024December 23, 2024 0 Comment
Exploring Fast Segment Anything

In this article, we explore Fast Segment Anything, a CNN based alternative approach to the original Transformer based Segment Anything Model. ...

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Exploring HQ-SAM

Sovit Ranjan RathSovit Ranjan Rath December 16, 2024December 16, 2024 0 Comment
Exploring HQ-SAM

In this article, we explore HQ-SAM, a modified version of SAM that overcomes some of the limitations when trying to segment small and intricate objects. ...

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FasterViT Detection

Sovit Ranjan RathSovit Ranjan Rath December 9, 2024December 9, 2024 0 Comment
FasterViT Detection

In this article, we create a custom Vision Transformer based object detection model using NVIDIA's FasterViT backbone and the Single Shot Detection head. ...

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