Skill Topic · Cinematic

👁️ Vision Transformers (ViT)

Deep Learning Series #50 — Transformers for Images! ViT, DeiT, Swin! CNN hatao, patches banao,…

Overview

👁️ Vision Transformers (ViT) — Quick Facts

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Feature: CNN (ResNet)

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Input: Full image

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Receptive field: Local → global

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Inductive bias: Translation equivariance

Topic 1

💡 Vision Transformer Kya Hai?

📚 ` ┌────────────────────────────────────────────────────────┐ │ VISION TRANSFORMER (ViT) │…

Topic 2

📊 ViT vs CNN vs Swin

💡 | Feature | CNN (ResNet) | ViT | Swin Transformer |…

Topic 3

💻 Complete Code

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self.scale

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(2*window_size - 1),

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coords_flat[:, None, :]

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self.scale

Topic 4

❓ Quiz

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a) Memory save

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b) Transformer SEQUENCE process…

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c) Better accuracy

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a) Bigger model

Comparison

📊 ViT vs CNN vs Swin

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Input: Full image

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Receptive field: Local → global

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Inductive bias: Translation equivariance

Quick Quiz

Quiz — Question 1

👁️ Vision Transformers (ViT) ka sabse sahi definition kya hai?

Quick Quiz

Quiz — Question 2

👁️ Vision Transformers (ViT) ka 'Input' kya hai?

Complete! 🎉

👁️ Vision Transformers (ViT) Complete!

Aliens School · HIEN · Cinematic Knowledge

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