Aliens School
Cinematic Knowledge Experience
0%
Aliens School
Now Playing
Aliens School ยท HIEN
โŒจ๏ธ Keyboard Shortcuts
โ†’Next slide โ†Previous slide SpacePlay / Pause MNarration on/off FFullscreen ?Show/hide this
Press any key to close
Skill Topic ยท Cinematic

๐Ÿฅ Topic 40: U-Net Architecture

Course: Computer Vision โ€” Topic 40 of Section 5: Segmentation Level: โญโญโญโญ Advanced Prev:โ€ฆ

Topic 1
๐Ÿ“ฅ ๐Ÿ“ฅ ๐Ÿง  ๐Ÿ”ฌ ๐Ÿ’ก ๐ŸŽฏ

๐ŸŽฏ Overview

๐Ÿ’ก

U-Net (2015): Medical imageโ€ฆ

๐Ÿ”‘

Symmetric encoder-decoder + skipโ€ฆ

โšก

Very few training images se bhiโ€ฆ

๐ŸŽฏ

Skip connections: encoder featuresโ€ฆ

Topic 2
๐Ÿ“ ๐Ÿ“Š ๐Ÿ”ฌ

๐Ÿ“ U-Net Architecture

๐Ÿ“ ` โ”Œโ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ”€โ” โ”‚ U-Netโ€ฆ
Topic 3
โœจ

๐Ÿ U-Net โ€” Complete Implementation

๐Ÿ’ก

Symmetric encoder-decoder

๐Ÿ”‘

Skip connections (concatenation)

โšก

4 downsample + 4 upsample levels

๐ŸŽฏ

~31M parameters (original)

Topic 4
โš™๏ธ

โ“ Quiz โ€” 5 MCQs

๐Ÿ’ก

A) Speed badhate hain

๐Ÿ”‘

B) Encoder features ko decoder meโ€ฆ

โšก

C) Parameters reduce karte hain

๐ŸŽฏ

D) Loss function improve karte hain

Topic 5
๐Ÿ“ฅ ๐Ÿ“ฅ ๐Ÿง  ๐Ÿ”ฌ ๐Ÿ’ก ๐ŸŽฏ

๐Ÿ”— Navigation

๐Ÿ›๏ธ โฌ…๏ธ Previous: 39-Semantic-Segmentation.md | โžก๏ธ Next: 41-Instance-Segmentation.md Pro Tip:โ€ฆ
Quick Quiz
๐Ÿง  QUIZ TIME

Quiz โ€” Question 1

๐Ÿฅ Topic 40: U-Net Architecture ka sabse sahi definition kya hai?

Complete! ๐ŸŽ‰
COMPLETE

๐Ÿฅ Topic 40: U-Net Architecture Complete!

Aliens School ยท HIEN ยท Cinematic Knowledge

โœ…

๐Ÿฅ Topic 40: U-Net Architecture Complete

1/8
0:00
REC 00:00ESC=Cancel
Aliens School
3
Recording shuru hone wali hai...
โœ…
Recording Complete
Video process ho rahi hai...
Live Class
Slide 1 / 7
Timer
00:00
๐Ÿ“ Speaker Notes
โ€”
โญ๏ธ Up Next
โ€”
โ€”
๐Ÿ—‚๏ธ All Slides