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Background Replacement Using BiRefNet

Sovit Ranjan RathSovit Ranjan Rath September 22, 2025September 22, 2025 0 Comment
Background Replacement Using BiRefNet

In this article, we create a background replacement application using BiRefNet. We cover the code using Jupyter Notebook and create a Gradio application as well. ...

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Introduction to BiRefNet

Sovit Ranjan RathSovit Ranjan Rath September 15, 2025September 15, 2025 2 Comments
Introduction to BiRefNet

In this article, we explore the BiRefNet model for high-resolution dichotomous segmentation. Along with discussing the key elements of the paper, we also create a small background removal codebase usign the pretrained model. ...

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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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