Tags

keyword

• Memory Bank에 대해서.. 15 Jul 2020
• Bayes error (베이즈 에러) 란? 17 Feb 2020
• Active learning 이란? 30 Nov 2019
• Ground resolution (지상해상도) 16 Nov 2019
• Ranking Loss Functions & Metric Learning 16 Nov 2019
• Embedding 이란? 15 Nov 2019
• Bottleneck (병목현상)이란? 10 Nov 2019
• Logistic Regression과 MLP의 차이 09 Nov 2019
• Downstream task란? 07 Nov 2019
• co-adaptation이란? 01 Nov 2019
• Pretext task 란? 31 Oct 2019
• Ablation Study 란? 31 Oct 2019
• Generalization & Optimization이란? 30 Oct 2019
• 과적합이란? 20 Sep 2019

Deep-Learning

• Detection 성능 평가를 위한 AP(Average Precision) 27 Nov 2019
• 경사 하강법(Gradient Descent) 12 Oct 2019
• 출력층 기울기 구하기 12 Oct 2019
• 에포크와 배치(Epoch and Batch) 12 Oct 2019
• 최적화 알고리즘(Optimizer) 12 Oct 2019
• 은닉층 기울기 구하기 12 Oct 2019
• 손실함수(Loss function) 11 Oct 2019
• 훈련 데이터와 테스트 데이터(Training data & Test data) 11 Oct 2019
• 학습규칙 & 역전파(Backpropagation) 11 Oct 2019
• 활성화 함수(Activation function) 11 Oct 2019
• 회귀와 분류(Regression and Classification) 11 Oct 2019
• 뉴런모델(Neuron, Node) 11 Oct 2019

Architecture

• MLP-Mixer: An all-MLP Architecture for Vision 19 May 2021
• Designing Network Design Spaces (RegNet) 19 Dec 2020
• EfficientNet: Rethinking Model Scaling for Convolutional Neural Networks 08 Jan 2020
• Scaling and Benchmarking Self-Supervised Visual Representation Learning (1) 01 Dec 2019
• Scaling and Benchmarking Self-Supervised Visual Representation Learning (2) 01 Dec 2019
• Revisiting Self-Supervised Visual Representation Learning 12 Nov 2019
• i-RevNet: Deep Invertible Networks 11 Nov 2019
• The Reversible Residual Network : Backpropagation Without Storing Activations (RevNet) 10 Nov 2019
• Deep Residual Learning for Image Recognition (ResNet) 01 Nov 2019

Transfer--Learning

• Boosting Self-Supervised Learning via Knowledge Transfer 24 Dec 2019
• How transferable are features in deep neural networks? 04 Nov 2019

SSL

• Representation Learning with Contrastive Predictive Coding (CPC) 17 Dec 2020
• Generative Pretraining from Pixels V2 (Image GPT) 07 Sep 2020
• Bootstrap Your Own Latent: A New Approach to Self-Supervised Learning (BYOL) 12 Aug 2020
• Self-Supervised Deep Visual Odometry with Online Adaptation 13 Jul 2020
• Unsupervised Feature Learning via Non-Parametric Instance Discrimination 10 Apr 2020
• Self-Supervised Learning of Pretext-Invariant Representations (PIRL) 05 Apr 2020
• Momentum Contrast for Unsupervised Visual Representation Learning (MoCo) 20 Mar 2020
• A Simple Framework for Contrastive Learning of Visual Representations (SimCLR) 17 Mar 2020
• Self-Supervised Representation Learning by Rotation Feature Decoupling 13 Mar 2020
• Boosting Self-Supervised Learning via Knowledge Transfer 24 Dec 2019
• A Critical Analysis of Self-Supervision, or What We Can Learn from a Single Image 20 Dec 2019
• Self-supervised Domain Adaptation for Computer Vision Tasks (2) 11 Dec 2019
• Self-supervised Domain Adaptation for Computer Vision Tasks (1) 11 Dec 2019
• Scaling and Benchmarking Self-Supervised Visual Representation Learning (1) 01 Dec 2019
• Scaling and Benchmarking Self-Supervised Visual Representation Learning (2) 01 Dec 2019
• Tile2Vec: Unsupervised representation learning forspatially distributed data 19 Nov 2019
• Revisiting Self-Supervised Visual Representation Learning 12 Nov 2019
• Discriminative Unsupervised Feature Learning with Convolutional Neural Networks (Exemplar-CNN) 07 Nov 2019
• Unsupervised Learning of Visual Representations by Solving Jigsaw Puzzles 06 Nov 2019

Pretext--Task

• Self-Supervised Representation Learning by Rotation Feature Decoupling 13 Mar 2020
• Discriminative Unsupervised Feature Learning with Convolutional Neural Networks (Exemplar-CNN) 07 Nov 2019
• Unsupervised Learning of Visual Representations by Solving Jigsaw Puzzles 06 Nov 2019

Augmentation

• GridMask Data Augmentation 27 Apr 2020
• A Critical Analysis of Self-Supervision, or What We Can Learn from a Single Image 20 Dec 2019
• Discriminative Unsupervised Feature Learning with Convolutional Neural Networks (Exemplar-CNN) 07 Nov 2019

Google

• MLP-Mixer: An all-MLP Architecture for Vision 19 May 2021
• Representation Learning with Contrastive Predictive Coding (CPC) 17 Dec 2020
• FixMatch: Simplifying Semi-Supervised Learning with Consistency and Confidence 20 Sep 2020
• Bootstrap Your Own Latent: A New Approach to Self-Supervised Learning (BYOL) 12 Aug 2020
• Rethinking Pre-training and Self-training 01 Aug 2020
• Self-training with Noisy Student improves ImageNet classification 20 Jul 2020
• A Simple Framework for Contrastive Learning of Visual Representations (SimCLR) 17 Mar 2020
• EfficientNet: Rethinking Model Scaling for Convolutional Neural Networks 08 Jan 2020
• Revisiting Self-Supervised Visual Representation Learning 12 Nov 2019

Contrastive--Learning

• Self-Supervised Learning of Pretext-Invariant Representations (PIRL) 05 Apr 2020
• Momentum Contrast for Unsupervised Visual Representation Learning (MoCo) 20 Mar 2020
• A Simple Framework for Contrastive Learning of Visual Representations (SimCLR) 17 Mar 2020
• Tile2Vec: Unsupervised representation learning forspatially distributed data 19 Nov 2019

Facebook

• Designing Network Design Spaces (RegNet) 19 Dec 2020
• Self-Supervised Learning of Pretext-Invariant Representations (PIRL) 05 Apr 2020
• Momentum Contrast for Unsupervised Visual Representation Learning (MoCo) 20 Mar 2020
• Scaling and Benchmarking Self-Supervised Visual Representation Learning (1) 01 Dec 2019
• Scaling and Benchmarking Self-Supervised Visual Representation Learning (2) 01 Dec 2019

Domain--Adaptation

• Self-supervised Domain Adaptation for Computer Vision Tasks (2) 11 Dec 2019
• Self-supervised Domain Adaptation for Computer Vision Tasks (1) 11 Dec 2019

screen

• screen 명령어 (Linux, Mac) 11 Dec 2019

PyTorch

• [sklearn] train, test set 분할 16 Feb 2020
• GPU로 학습한 체크포인트 CPU에서 적용하기 (pytorch) 13 Feb 2020
• tensor 차원 늘리기 & channel 추가 06 Feb 2020
• ndarray에서 검은색 픽셀 또는 특정색 필셀 따오기 18 Dec 2019

정규표현식

• 정규표현식(re) 12 Jan 2020

Crawling

• [Crawling] 사이트에 로그인하여 크롤링하기 14 Jan 2020
• [Crawling] BeautifulSoup & 정규표현식으로 tag 찾기 13 Jan 2020
• [Crawling] BeautifulSoup 모듈 (2) 13 Jan 2020
• [Crawling] BeautifulSoup 모듈 13 Jan 2020
• [Crawling] Open API 활용 & json 데이터 추출 13 Jan 2020
• [Crawling] requests 모듈 사용하기 13 Jan 2020

requests

• [Crawling] requests 모듈 사용하기 13 Jan 2020

Open-API

• [Crawling] Open API 활용 & json 데이터 추출 13 Jan 2020

BeautifulSoup

• [Crawling] BeautifulSoup & 정규표현식으로 tag 찾기 13 Jan 2020
• [Crawling] BeautifulSoup 모듈 (2) 13 Jan 2020
• [Crawling] BeautifulSoup 모듈 13 Jan 2020

Git

• [Git] 이미 push 된 파일들에 .gitignore 적용하기 14 Jan 2020
• [Git] fatal: remote origin already exists. 14 Jan 2020

ZSH

• zsh: command not found: brew 16 Jan 2020

Docker

• docker ssh 설치 및 sublimetext sftp & filezilla 연결하기 16 Jan 2020

sftp

• [Visual Studio Code] remote-ssh key 등록하기 01 Mar 2020
• docker ssh 설치 및 sublimetext sftp & filezilla 연결하기 16 Jan 2020

NumPy

• [NumPy] sort & argsort 17 Mar 2020
• [NumPy] linalg 서브모듈 선형대수 연산 22 Jan 2020
• [NumPy] broadcasting 이해 및 활용하기 20 Jan 2020
• [NumPy] Boolean indexing 20 Jan 2020
• [NumPy] axis(축) 이해 19 Jan 2020
• [NumPy] ndarray 기본 함수 19 Jan 2020
• [NumPy] ndarray 형태바꾸기 (reshape, flatten 등) 19 Jan 2020
• [NumPy] numpy 모듈 & 함수 18 Jan 2020
• [NumPy] ndarray 인덱싱 & 슬라이싱 18 Jan 2020
• [NumPy] random 서브 모듈 함수 이용 18 Jan 2020

Matplotlib

• [Matplotlib] 그래프 그리기 22 Jan 2020

Pandas

• [Pandas] Lambda 22 Mar 2020
• [Pandas] 정렬, Aggregation 함수, GroupBy 적용 19 Mar 2020
• [Pandas] DataFrame 범주형 데이터 전처리 (one-hot encoding) 23 Feb 2020
• [Pandas] DataFrame 숫자 데이터의 범주형 데이터화 23 Feb 2020
• [Pandas] DataFrame 숫자 데이터와 범주형 데이터 23 Feb 2020
• [Pandas] DataFrame NaN 데이터 처리 18 Feb 2020
• [Pandas] DataFrame column 간 상관관계 계산하기 18 Feb 2020
• [Pandas] DataFrame에 새 column 추가 & 삭제 18 Feb 2020
• [Pandas] DataFrame Boolean Selection 18 Feb 2020
• [Pandas] DataFrame 원하는 row만 선택하기 17 Feb 2020
• [Pandas] DataFrame 원하는 column만 선택하기 17 Feb 2020
• [Pandas] 샘플 csv 데이터로 DataFrame 데이터 생성하기 17 Feb 2020
• [Pandas] DataFrame 데이터 생성하기 17 Feb 2020
• [Pandas] DataFrame 구조 이해하기 15 Feb 2020
• [Pandas] DataFrame 데이터 살펴보기 15 Feb 2020
• [Pandas] Series 데이터 변경 & 슬라이싱 14 Feb 2020
• [Pandas] Series 데이터 Boolean Selection 14 Feb 2020
• [Pandas] series 데이터 연산하기 30 Jan 2020
• [Pandas] series 데이터 심플분석 (개수, 빈도 등) 30 Jan 2020
• [Pandas] series 데이터 생성하기 30 Jan 2020

zsh

• zsh: command not found: python3 17 Feb 2020

Ubuntu

• 우분투 서버 초기 설정 25 Feb 2020

Scikit--Learn

• [sklearn] 데이터 전처리 - 피처 스케일링 & 정규화 29 Mar 2020
• [sklearn] 데이터 전처리 - 데이터 인코딩 29 Mar 2020
• [sklearn] GridSearchCV 27 Mar 2020
• [sklearn] 교차 검증 23 Mar 2020
• [sklearn] 사이킷런 기반 프레임워크 23 Mar 2020
• [sklearn] 붓꽃 품종 예측하기 22 Mar 2020

Optimizer

• Large Batch Training of Convolutional Networks (LARS) 28 Mar 2020

NVIDIA

• Deep Neural Networks are Surprisingly Reversible; A baseline for Zero-shot Inversion 03 Mar 2023
• Dreaming to Distill; Data-free Knowledge Transfer via DeepInversion 03 Mar 2023
• Large Batch Training of Convolutional Networks (LARS) 28 Mar 2020

Reinforcement--Learning

• Planning by Dynamic Programming 09 Apr 2020
• Markov Decision Processes 29 Mar 2020
• Introduction to Reinforcement Learning 29 Mar 2020

Machine--Learning

• 정확도 (Accuracy) 29 Mar 2020

Evaluation--Metric

• 정확도 (Accuracy) 29 Mar 2020

SLAM&VO

• Self-Supervised Deep Visual Odometry with Online Adaptation 13 Jul 2020

Semi-supervised

• FixMatch: Simplifying Semi-Supervised Learning with Consistency and Confidence 20 Sep 2020
• Self-training with Noisy Student improves ImageNet classification 20 Jul 2020

Self-training

• Rethinking Pre-training and Self-training 01 Aug 2020
• Self-training with Noisy Student improves ImageNet classification 20 Jul 2020

Rethinking

• Rethinking Pre-training and Self-training 01 Aug 2020

Distillation

• A Comprehensive Overhaul of Feature Distillation 27 Aug 2020

Naver

• A Comprehensive Overhaul of Feature Distillation 27 Aug 2020

Transformer

• Generative Pretraining from Pixels V2 (Image GPT) 07 Sep 2020

OpenAI

• Generative Pretraining from Pixels V2 (Image GPT) 07 Sep 2020

Dataset--Distillation

• Deep Neural Networks are Surprisingly Reversible; A baseline for Zero-shot Inversion 03 Mar 2023
• Dreaming to Distill; Data-free Knowledge Transfer via DeepInversion 03 Mar 2023

diary

• 23.03.03 일기 03 Mar 2023