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DINOv2 Segmentation – Fine-Tuning and Transfer Learning Experiments

Sovit Ranjan RathSovit Ranjan Rath February 3, 2025February 3, 2025 3 Comments
DINOv2 Segmentation – Fine-Tuning and Transfer Learning Experiments

In this article, we simply the semantic segmentation (pixel classification) head of the DINOv2 model and carry out experiments comparing fine-tuning and transfer learning. ...

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DINOv2 for Semantic Segmentation

Sovit Ranjan RathSovit Ranjan Rath January 27, 2025January 27, 2025 5 Comments
DINOv2 for Semantic Segmentation

In this article, we modify the DINOv2 model for semantic segmentation, freeze the backbone, and train the model on the Penn-Fudan Pedestrian segmentation dataset. ...

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DINOv2 for Image Classification: Fine-Tuning vs Transfer Learning

Sovit Ranjan RathSovit Ranjan Rath January 20, 2025January 20, 2025 2 Comments
DINOv2 for Image Classification: Fine-Tuning vs Transfer Learning

In this article, we train DINOv2 Small Patch-14 model for image classification on a cotton disease and compare the results between fine-tuning and transfer learning. ...

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A Mixture of Foundation Models for Segmentation and Detection Tasks

Sovit Ranjan RathSovit Ranjan Rath January 13, 2025January 13, 2025 0 Comment
A Mixture of Foundation Models for Segmentation and Detection Tasks

In this article, we explore how several foundation models in VLMs, Image Segmentation, and multi-modal models like CLIP help in open-ended class agnostic segmentation and detection tasks. ...

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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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