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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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Video Summarizer Using Qwen2.5-Omni

Sovit Ranjan RathSovit Ranjan Rath August 4, 2025August 4, 2025 0 Comment
Video Summarizer Using Qwen2.5-Omni

In this article, we build a simple video summarizer application using Qwen2.5-Omni 3B model with the UI powered by Gradio. ...

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Introduction to BAGEL: An Unified Multimodal Model

Sovit Ranjan RathSovit Ranjan Rath July 28, 2025July 28, 2025 0 Comment
Introduction to BAGEL: An Unified Multimodal Model

In this article, we cover the introduction to BAGEL, an unified multimodal model for image generation, image editing, and free-form image manipulation with non-thinking and thinking capabilties. ...

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Fine-Tuning SmolLM2

Sovit Ranjan RathSovit Ranjan Rath July 21, 2025July 21, 2025 0 Comment
Fine-Tuning SmolLM2

Fine-tuning SmolLM2-135M Instruct model on the WMT14 French-to-English subset for machine translation using a small language model. ...

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