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Neural Radiance Fields: A Comprehensive Review 📚🔍✨

34 minute read

Published:

This blog offers a comprehensive exploration of Neural Radiance Fields (NeRFs), a method for photorealistic 3D scene reconstruction from sparse 2D images. It covers foundational concepts, training techniques, and notable advancements and well-known variants in the NeRF family.

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Diffusion Models: A Comprehensive Guide

15 minute read

Published:

Welcome to this guide on Diffusion Models, a groundbreaking class of generative models that create high-quality data by refining noisy inputs. This blog covers their foundations, architectures, training, advanced techniques like conditional and latent diffusion, and applications ranging from image editing to medical imaging, offering a concise overview of their impact on machine learning.

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State Space Models (SSM)

7 minute read

Published:

Welcome to this guide on State Space Models (SSMs), exploring their efficiency in modeling long-range dependencies, the S4 model, and key techniques.

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Neural Implicit Representation

15 minute read

Published:

Welcome to this guide on Neural Implicit Representations (NIR), an advanced approach to 3D reconstruction and graphics. Explore concepts like implicit functions, occupancy networks, volumetric rendering, and Neural Radiance Fields (NeRF), enabling high-resolution 3D modeling.

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portfolio

publications

talks

teaching

Teaching experience 1

Undergraduate course, University 1, Department, 2014

This is a description of a teaching experience. You can use markdown like any other post.

Teaching experience 2

Workshop, University 1, Department, 2015

This is a description of a teaching experience. You can use markdown like any other post.