itsalicelee/DLCV-Fall-2021

This is the repository of Deep Learning for Computer Vision at National Taiwan University.

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acgan classification dann deep-learning dlcv gan image-classification pca pytorch self-supervised-learning semantic-segmentation vision-and-language vision-transformer

README

DLCV-Fall-2021

This is the repository of Deep Learning for Computer Vision of Prof. Yu-Chiang Frank Wang in National Taiwan University

Homework Description

HW0

Problem 1: Principal Component Analysis

HW1

Problem 1: Image Classification
Problem 2: Semantic Segmentation

HW2

Problem 1: GAN
Problem 2: ACGAN
Problem 3: DANN
Bonus: Improved UDA model

HW3

Problem 1: Image Classification with ViT
Problem 2: Visualization in Image Captioning

HW4

Problem 1: Prototypical Net
Problem 2: Self-Supervised Pre-training for Image Classification

Final Project: Fine-grained Long-tailed Food Image Classification (ICCV’21 Workshop)

Contributors

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