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JEPA Series Part 4: Semantic Segmentation Using I-JEPA

Sovit Ranjan RathSovit Ranjan Rath September 8, 2025September 8, 2025 0 Comment
JEPA Series Part 4: Semantic Segmentation Using I-JEPA

In this article, we train the I-JEPA model for semantic segmentation on the BRISC-2025 tumor segmentation dataset. ...

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Deploying LLMs: Runpod, Vast AI, Docker, and Text Generation Inference

Sovit Ranjan RathSovit Ranjan Rath September 1, 2025September 1, 2025 0 Comment
Deploying LLMs: Runpod, Vast AI, Docker, and Text Generation Inference

In this article, we explore deploying LLMs using Runpod, Vast.ai, Docker, and Hugging Face Text Generation Inference. ...

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JEPA Series Part-3: Image Classification using I-JEPA

Sovit Ranjan RathSovit Ranjan Rath August 25, 2025August 25, 2025 0 Comments
JEPA Series Part-3: Image Classification using I-JEPA

In this article, we use transfer learning with I-JEPA model for image classification. We add a simple Linear layer classifier on top of the frozen backbone. ...

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JEPA Series Part 2: Image Similarity with I-JEPA

Sovit Ranjan RathSovit Ranjan Rath August 18, 2025August 18, 2025 0 Comment
JEPA Series Part 2: Image Similarity with I-JEPA

In this article, we use a pretrained I-JEPA model for image similarity. We specifically use the ViT-H I-JEPA trained with 14x14 patches. ...

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JEPA Series Part 1: Introduction to I-JEPA

Sovit Ranjan RathSovit Ranjan Rath August 11, 2025August 11, 2025 2 Comments
JEPA Series Part 1: Introduction to I-JEPA

In this article, we cover the introduction to I-JEPA. We start with what is I-JEPA, why we need it, its architecture, evaluation results, and comparison with other similar methods. ...

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