CV

机器视觉

lenna

lenna tif

这张计算机界最流行的图像，为什么成了学术期刊不敢碰的禁忌？ 量子位

综合

Paper_Reading_List

极市平台
Supervisely(u, )	ComputerVisionFoundation Videos(u, )
ROBOTFIST u

UP主

Raúl Mur Artal(u, )	小无敌技术讲堂(u, )
Denis Dmitriev(u, )	Murtaza's Workshop - Robotics and AI(u, )
Jeremy Howard u	Apeer_micro u
James Briggs u	恩培 抖音号： enpeizhao git
	AINTU-人工智慧技術暨全幅健康照護聯合研究中心 u
Computer vision engineer u	Find Interesting AI u

faceai 一款入门级的人脸、视频、文字检测以及识别的项目

课程

李飞飞: 我们怎么教计算机理解图片？ TED
MAE 论文逐段精读【论文精读】 Mu Li
How computers learn to recognize objects instantly | Joseph Redmon TED
机器视觉-2020北邮远程课 刘先生 git
CS 198-126: Modern Computer Vision Fall 2022 (UC Berkeley) Machine Learning at Berkeley
CS231n Winter 2016(Andrej Karpathy, )
CS231N-2016 Alex 2017 Mansoor Mughal Stanford University School of Engineering
圖象處理編程知識 | 如何為圖象去除Alpha透明通道？網上廣傳的方法是錯的，小心！ 解密遊俠
Convolutional Neural Networks for Visual Recognition - Fei Fei Li | Stanford University Rahul Madhavan
Fei-Fei Li & Demis Hassabis: Using AI to Accelerate Scientific Discovery Stanford HAI
Full Stack Computer Vision Tutorial with Tensorflow, Python　(Nicholas Renotte)
曲线高级用法【裹小脚的大叔】08:10
遥感数字图像处理-朱文泉（北京师范大学）中国大学MOOC-慕课
Image Analysis in Python with SciPy and scikit-image | SciPy 2018 Tutorial | Stefan van der Walt
Cmputer Vision Yannic Kilcher RE•WORK
Deep Learning for Computer Vision NPTEL-NOC IITM
Deep Learning for Computer Vision Michigan Online
Build An Image Editor in HTML CSS & JavaScript | Image Editor in JavaScript CodingNepal
图像处理与分析 武汉大学 贾永红 电子工程世界 共41课时 6小时4分9秒
数字图像处理 天津理工大学 电子工程世界 共49课时 1天4小时20分39秒
天津理工大学-数字图像处理（国家级精品课） 小考神-终身SVIP会员
Advanced Computer Vision with Python - Full Course freeCodeCamp.org 6：40：40
Images Computer Science
RGB Colour Mixer Application Computer Science
Introduction to Computer Vision | Udacity
Why do computers use RGB for colors, and not RBY? Fireship
Python tutorials for image processing and machine learning DigitalSreeni
Introductory python tutorials for image processing Apeer_micro
Image Annotation for Machine Learning Apeer_micro
The Unreasonable Effectiveness of JPEG: A Signal Processing Approach Reducible
How PNG Works: Compromising Speed for Quality Reducible
Huffman Codes: An Information Theory Perspective Reducible Data Compression
Image processing with python DigitalSreeni
Image filters in python DigitalSreeni
Python tutorials for image processing and machine learning DigitalSreeni
Hyperspectral Image Processing 李政軒 高光谱图像处理
Fun Python Exercise - Convert Numbers to Images with NumPy, OpenCV and Pillow Python Simplified
网络视频监控技术-任帅（长安大学） 中国大学MOOC-慕课
Image Localization: Explanation + Code in TensorFlow (And how to make Multi-Output Models!) Greg Hogg
Introduction to SIFT (Scale-Invariant Feature Transform) opencv
Computer Vision Yannic Kilcher
[Tutorialsplanet.NET] Udemy - Deep Learning and Computer Vision A-Z™ OpenCV, SSD & GANs
Computer Vision Tutorial Krish Naik
Introduction to AI & Neural Networks Luci Date
AI 產業訓練課程 國網中心NCHC
Vision Transformers (ViT) Explained + Fine-tuning in Python James Briggs
AI Image Manipulation NanoNomad

pillow
doc	git

Mediapipe

pip install mediapipe

import mediapipe as mp

Mediapipe s s git u doc
一小时学习python和mediapipe it coding man
利用MMediapipe和DGL实现火影结印识别与追踪---特殊手势识别 csdn
恩培 抖音号： enpeizhao git
AI Face Body and Hand Pose Detection with Python and Mediapipe Nicholas Renotte
Latest 3D OBJECT DETECTION with 30+ FPS on CPU - MediaPipe and OpenCV Python The Coding Lib
MediaPipe - AI机器学习套件介绍 陈荣政
【python】OpenCV + MediaPipe 手部追踪 ｜ GrandmaCan -我阿嬷都会 git
Exercise Rep Counter using OpenCV | Python | Computer Vision | Machine Learning AI Sciences
Push-up counter using Mediapipe python I know python

OpenCV

pip install opencv-python

import cv2

OpenCVTutorials(u, )	doc 2.4 4.x OpenCV-Python Tutorials
doc OpenCV-Python Tutorials	Introduction to OpenCV-Python Tutorials doc

Public LIVE: Code Walkthrough (OpenCV using Python)

LEARN OPENCV C++ in 4 HOURS | Including 3x Example Projects Win/Mac (2021)

OpenCV实现视频拼接（书童）

OpenCV Python Course - Learn Computer Vision and AI freeCodeCamp
OpenCV Python Tutorial For Beginners ProgrammingKnowledge
OpenCV 3 Hour Course linuxhint
Image Processing - OpenCV and Matlab - Training | Projects - Pantech E Learning
OpenCV基础入门 覃秉丰
OpenCV with Python for Image and Video Analysis sentdex
Computer Vision - OpenCV ClarityCoders
Android Development with OpenCV doc
教程 Python 和 OpenCV 图像处理基础（2 小时！） Kong Ruksiam สอน Python & OpenCV Image Processing เบื้องต้น (2 ชั่วโมงเต็ม!)
【python】opencv 2小时初学者教程 GrandmaCan -我阿嬤都會 git
OpenCV 3.4 with Python 3 Tutorial Pysource
Images Comparison with Opencv and Python Pysource
Gaze controlled keyboard with Opencv and Python Pysource
Neural Networks from Scratch with Python and Opencv Pysource
OpenCV Course - Full Tutorial with Python freeCodeCamp
OpenCV视觉处理核心课程 Min Yuan
影像處理 數老的肺炎教室
Hand Distance Measurement with Normal Webcam + Game | OpenCV Python Murtaza's Workshop - Robotics and AI
35行python代码100万？人工智能光速入门 小波说xiaoboswift
Using OpenCV with MFC s search
OpenCV and Python ibrahimokdadov
OpenCV Python Tutorials Tech With Tim
OpenCV Up Degree
Python Open CV World of Python
OpenCV and Python Projects TheCodingBug

HALCON

HALCON Tutorials mvtecsoftware

图像识别, Image Recognition

将门创投 | 微软亚洲研究院胡瀚：图像识别中的非网格化网络 将门-TechBeat技术社区

图像分类 Image Classification

Multi Class Image Classification Kan Fusheng	Leaf Disease Classification Using PyTorch Abhishek Thakur	3D Image Classification from CT Scans - Keras Code Examples Connor Shorten
OpenAI's CLIP for Zero Shot Image Classification James Briggs	Fast Zero Shot Object Detection with OpenAI CLIP James Briggs	Image classification from scratch - Keras Code Examples Connor Shorten
Image classification with Python and Scikit learn | Computer vision tutorial Computer vision engineer	Image Classification with Neural Networks in Python NeuralNine

图像合成

Build a Deep CNN Image Classifier with ANY Images Nicholas Renotte

图像合成 Image Synthesis

图像生成

How AI Image Generators Work (Stable Diffusion / Dall-E) - Computerphile
AI绘画系列 PiPi哈皮
AI Generated Images Are Getting Too Real bycloud
Anime Related AI Applications bycloud
Adobe Firefly v
史上最强AI画图软件PS AI中文版、永久免费使用！Win+Mac系统、附安装流程和疑难杂症解决！ 科技源代码Technology

Midjourney

Turn Midjourney Illustration to Vector in Figma DesignCode
新的 AI 繪圖工具抵達戰場！！Leonardo.ai 五個超酷功能讓 Midjourney 也感到害怕 PAPAYA 電腦教室
Ai绘图谁更强？ 16GB VS 22GB 技数犬
2080Ti所有涡轮卡都是这么改的！ 技数犬
Midjourney教程 入门到精通 氪学家

AI绘图

AIGC、ChatGPT、MidJourney 老范讲故事

DeepFake

How to detect DeepFakes with MesoNet | 20 MIN. PYTHON TUTORIAL

DDPM - Diffusion Models Beat GANs on Image Synthesis (Machine Learning Research Paper Explained) Yannic Kilche
最真实人工智能换脸--AI换脸背后的秘密（deepfacelab操作指南）长安老张
iperov/DeepFaceLab arxiv
AI 换脸教程 - 最简单易懂的 Faceswap 换脸视频！完全免费开源 2022 | 零度解说
iperov/DeepFaceLab creating deepfakes
Deepfacelab智能换脸 u
Age & Gender Prediction with DeepFace in Python NeuralNine
【公众号：马哥随笔】AI视频换脸！史上最强最快的方法，100%成功，完全免费，无需配置、打开即用、使用操作简单 公众号 | 马哥随笔 git
How To Create Deepfake How To In 5 Minutes

多帧合成

视频生成

runway v text 2 video
This New AI Is The Future of Videomaking! Two Minute Papers
HeyGen s AI-powered video creations at scale

img 2 video

text 2 video

风格迁移, Style Transfer

t04glovern/selfie2anime s
Talk | 威斯康星大学麦迪逊分校穆方舟：3D相片的风格化-从单张输入图生成风格化的全新视角 将门-TechBeat技术社区
AI Caricatures And Portrait Style Transfer Are Here! Two Minute Papers

StyleDrop
arxiv demo
【AIGC】谷歌公开StyleDrop模型论文 | 图像风格定制大师 | LOGO也能轻松生成 | 挑战Midjourney | 基于Muse模型 最佳拍档

图像压缩 Image Compression

Image Compression Using PCA in Python NeuralNine
Talk | 商汤科技计算机视觉研究员何岱岚：基于深度学习的高效图像压缩编码 将门-TechBeat技术社区
JPEG 有损压缩 离散余弦变换 DCT 一条视频讲清楚 掌芝士
ZIP压缩算法刨析 什么是LZ77编码 掌芝士
哈夫曼编码很难懂？一条视频讲清楚 掌芝士
How JPEG Works Computerphile
How are Images Compressed? [46MB ↘↘ 4.07MB] JPEG In Depth Branch Education

视频压缩

如何压缩视频，把文件变小，还没画质损失？ Mac云课堂
完全解析：视频编码与封装 Mediastorm影视飓风
视频格式, 封装格式, 编码格式, h.264 编码 mp4 封装
高画质的背后——视频的封装与编码 Mediastorm影视飓风
封装格式 mp4
视频编码 h.264 帧内压缩 intraframe jpeg 保留亮度 压缩颜色 缩小90% 帧间压缩 interframe 关键帧+细节变化 I帧、P帧和B帧
adobe media encoder
码率, 控制码率的方法, 恒定码率cbr 可变码率vbr 固定质量crf 比特率 16mbps 16mb/s 5000kbps cpu画质预设 fast
【科普】“视频”是怎么来的？H.264、码率这些词又是什么意思？ 极客湾Geekerwan
300mbps ->3mbps MediaCoder x64
显卡编码 nvenc编码器 直播用
avisynth.nl AVS的各种用法 doom9论坛（forum.doom9.org）有用的压制技巧
h.265 hevc B站的视频上传规范
【科普】手把手教你做直播！4K直播了解一下？ 极客湾Geekerwan
obs studio

图像修复 图像恢复

Depix git v v
利用AI给黑白照片上色 git colourise
CodeFormer-GUI v 零度解说
DeblurGAN arxiv git git 除去运动模糊

图像隐形水印

ShieldMnt/invisible-watermark s

扩图

生成式填充和扩图又一替代方案！Topaz Photo AI。 工具狂Toolbuddy

去水印

人脸图像复原 Blind Face Restoration

csxmli2016/DFDNet
CVPR2021论文能修复马赛克？香港理工大学新研究，修复模糊图像！新智元
GAN Prior Embedded Network for Blind Face Restoration in the Wild zh

超分辨率, SR, Super Resolution

Towards Real-World Blind Face Restoration with Generative Facial Prior 程序员资料
TecoGAN v git arxiv
SixQuant/nowatermark 去除图片中的水印
search?q=cnn-watermark-removal
Deep Image Prior s paper git
模糊视频秒变高清！ Chrome、Edge浏览器可直接开启，AI又添全新“VSR”超分辨率技术，支持三代N卡、A卡 | 零度解说
Justin62628/Squirrel-RIFE Squirrel Anime Enhance v reddit
xinntao/ESRGAN Enhanced SRGAN
AI技術去除馬賽克，全民步兵時代已經來臨 LSP开车 CodeFormer JavPlayer JavPlayerfree(假) TecoGAN JavPlayer中文交流论坛 SD:BVPP模型
现在AI这么强，能去马赛克吗？#技术 #科技 #知识 #黑科技 #涨知识 玄离199

以图搜图 Image similarity search

facebookresearch/faiss
通过截图找片子！好多人在寻找的搜索方法！| 零度解说
gettyimages s
Pinecone Demo - Image similarity search example Pinecone
Image Similarity Search using PyTorch & Spotify Annoy CloudCasts - Alan Smith
Google Image s

卷积神经网络, Convolutional Neural Networks, CNN

Kernel Size and Why Everyone Loves 3x3 - Neural Network Convolution Animated AI	What are Convolutional Neural Networks (CNNs)? IBM Technology
What is a convolutional neural network (CNN)? Packt	What is CNN Convolutional neural network | Why should we use CNN | Goeduhub Goeduhub Technologies	CNN architecture in 5 minutes - A Quick Learning Shriram Vasudevan
Convolutional Neural Networks | CNN | Kernel | Stride | Padding | Pooling | Flatten | Formula Binod Suman Academy	Convolutional Neural Networks Weights & Biases	Convolutional Neural Networks Explained (CNN Visualized) Futurology — An Optimistic Future
Convolutional Neural Network Visualization by Otavio Good Israel Vicars	2D Convolution Neural Network Animation Anuj shah	Convolutional Neural Networks (CNNs) explained deeplizard
卷积神经网络的简介（ML Zero to Hero，第三集） TensorFlow	【機器學習2021】卷積神經網路 (Convolutional Neural Networks, CNN) Hung-yi Lee
AlexNet论文逐段精读 Mu Li	Convolution Neural Networks CodeEmporium	Convolutional Neural Networks in Practice // Cassidy Williams, Clarifai (FirstMark's Code Driven) Code Driven NYC
CNN Explainer s v
Why do Convolutional Neural Networks work so well? Algorithmic Simplicity

ResNet

撑起计算机视觉半边天的ResNet Mu Li ResNet论文逐段精读 Mu Li

EfficientNet

EfficientNet Explained! Connor Shorten EfficientNet! - Keras Code Examples Connor Shorten
EfficientNet Explained: Rethinking Model Scaling for Convolutional Neural Networks Code With Aarohi
EfficientNet Paper Walkthrough Aladdin Persson EfficientNet from scratch in Pytorch Aladdin Persson

Detection and Segmentation

Detectron2(git, Model Zoo and Baselines, )
MaskRcnn-benchmark(git, )

分割 Segmentation

图像分割算法实战(深度学习) 唐宇迪 网易云课堂
面向医学领域的深度学习项目实战 唐宇迪 网易云课堂
73 - Image Segmentation using U-Net - Part1 (What is U-net?) DigitalSreeni
Image Matting sota
Jiake Xie 谢家柯 s git TIMI-Net Google Scholar
picup s
U-net for image segmentation DigitalSreeni
280 - Custom object segmentation using StarDist library in python DigitalSreeni
3D MRI brain segmentation - Made with TensorFlow.js TensorFlow
PyTorch Image Segmentation Tutorial with U-NET: everything from scratch baby Aladdin Persson
I tried building an ML Cancer Segmentation API in 15 Minutes Nicholas Renotte
AI 图片去背景工具，可离线，终身免费，同时支持 Windows 和 Linux 迷途小书童的Note git

META Segment Anything Model (SAM)
s paper facebookresearch/segment-anything
【人工智能】Meta发布史上最强抠图模型 | Segment Anything Model | 零样本学习可分割一切物体 | 计算机视觉迎来GPT-3时刻 最佳拍档
307 - Segment your images in python without training using Segment Anything Model (SAM) DigitalSreeni

META dino
Advancing the state of the art in computer vision with self-supervised Transformers and 10x more efficient training ai.facebook
Explore Meta AI’s self-supervised learning demo for images ai.facebook dino-self-supervised-learning-demo
DINO: Emerging Properties in Self-Supervised Vision Transformers Summary towardsdatascience
DINOv2: State-of-the-art computer vision models with self-supervised learning ai.facebook
facebookresearch/dino
facebookresearch/dinov2 DINO2 API documentation s v4:00
DINOv2 from Meta AI: Data pipeline, model training and results explained AI Bites

目标检测 Object Detection

Tensorflow Object Detection in 5 Hours with Python | Full Course with 3 Projects(Nicholas Renotte)
I tried building a Computer Vision Game in 12 Hours Murtaza's Workshop
【AI Meetup】 最強的AI物件偵測技術Yolo-v4作者親自剖析 AINTU-人工智慧技術暨全幅健康照護聯合研究中心
What is YOLO algorithm? | Deep Learning Tutorial 31 (Tensorflow, Keras & Python) codebasics
Object detection using YOLO v4 and pre trained model | Deep Learning Tutorial 32 (Tensorflow) codebasics
facebookresearch/Detectron git
YOLOv5发布v6.0版本，看看效果怎么样 迷途小书童的Note s
Streamlit部署YOLOv5目标检测 迷途小书童的Note v
YOLO Mark Jay
Build a Deep Face Detection Model with Python and Tensorflow | Full Course Nicholas Renotte
Gilbert Tanner u
【论文推荐】《目标检测》必看的8篇论文【附pdf】深度之眼
Facebook DETR | ML Coding Series | End to end object detection with transformers The AI Epiphany
使用樹莓派及桌上型電腦進行實時物體偵測 AI葵
目标检测的关系网络 zh pdf
283 - What is Mask R-CNN? DigitalSreeni
284 - Installing Mask RCNN and troubleshooting errors DigitalSreeni
286 - Object detection using Mask RCNN: end-to-end from annotation to prediction DigitalSreeni
Mask RCNN Mark Jay
只要你在社交平台发了照片，这个AI就能利用开放式摄像头找到你摆拍的全过程 量子位
Coding an Object Detection App in 15 mins Nicholas Renotte
DETR: End-to-End Object Detection with Transformers (Paper Explained) Yannic Kilcher
2 Faster R-CNN Architecture Ardian Umam
YOLO For Smart Object Detection Using Python | Project For Beginners AI Sciences
Lane detection and object detection with OpenCV & TensorFlow Kittipong G
YOLOv8 影像分析演算法實作教學影片：不需錨點，可進行影像分類、物件偵測、及物件分割 人工智慧
Complete YOLO v8 Custom Object Detection Tutorial | Windows & Linux TheCodingBug
YOLOv8 COMPLETE Tutorial | Object Detection | Segmentation | Classification TheCodingBug
Instance segmentation YOLO v8 | Opencv with Python tutorial Pysource
Train Yolov8 object detection on a custom dataset | Step by step guide | Computer vision tutorial Computer vision engineer
Aladdin Persson u
Talk | 阿里巴巴达摩院算法工程师许贤哲：DAMO-YOLO：兼顾速度与精度的高效目标检测框架 将门-TechBeat技术社区
Building a Cat Detector with LandingLens Landing AI
Object Detection (Yolov8, YOLOv7, YOLOv3, YOLOv4 , TensorFlow) TheCodingBug
Detectron2 Instance Segmentation and Object Detection TheCodingBug
Realtime Object Detection Android App | Kotlin | Camera2 api | tflite ProgrammingHut

2D目标检测

3D目标检测

视频跟踪

Object Tracking with Opencv and Python Pysource code
【小白CV教程】YOLOv5+Deepsort实现车辆行人的检测、追踪和计数
xiaojunzaizai/Yolov5-deepsort-inference
Sharpiless/Yolov5-deepsort-inference
Talk | 香港中文大学（深圳）计算机信息工程在读博士生郑超达：以运动为导向的点云单目标跟踪 将门-TechBeat技术社区
Object Tracking from scratch with OpenCV and Python Pysource
Tricking AI Image Recognition - Computerphile
YOLOv5 的 Android 部署，基于 tflite 迷途小书童的Note
I Built an AI That Shoots Me in the Face When I Get Distracted ForrestKnight
Tracking Cars with Drones and LandingLens Landing AI
手把手带你实战YOLOv5 你可是处女座啊

SAM-Track

【人工智能】​Segment-and-Track Anything | SAM-Track | 视频版SAM来了，分割/跟踪/编辑一切 | 现已开源 | 浙江大学计算机学院ReLER实验室 最佳拍档

Visual Recognition

Involution: Inverting the Inherence of Convolution for Visual Recognition (Research Paper Explained) Yannic Kilcher

手势识别 Gesture

Gesture Volume Control | OpenCV Python 2021 | Murtaza's Workshop - Robotics and AI
Hand Tracking 30 FPS using CPU | OpenCV Python (2021) | Computer Vision Murtaza's Workshop
Create a Rock Paper Scissors AI | Keras and OpenCV | Tutorial | Python Sourav Johar
Mouse Control using OpenCV and a Webcam CodingExperiments git
facebookresearch/InterHand2.6M git
Sign Language Detection using ACTION RECOGNITION with Python | LSTM Deep Learning Model Nicholas Renotte

人脸识别 Face Detect

Detect 468 Face Landmarks in Real-time(Robotics and AI)
Face Recognition with OpenCV with Python ProgrammingKnowledge
Eyes Tracking Opencv python AiPhile
机器学习入门 黑科技老K git 人脸识别的基本原理 黑科技老K 动手实现人脸关键点识别 黑科技老K git
Simple Face Detection in Python NeuralNine
Build a Deep Face Detection Model with Python and Tensorflow | Full Course Nicholas Renotte
人脸识别啥原理？人工智能（二）卷积神经网络 李永乐老师
CrazyTalk第七课 头像创建 CrazyTalk8教程人脸识别验证教程照片变动画人脸五官编辑裁剪静态照片修改动态 xiaoge ji
QQ丨支付宝丨交易猫丨淘宝丨平台实名验证，简单做人脸视频教程，原理说明，通用模板。人脸识别验证，人脸实名技术，支付宝实名，QQ过人脸教程。 易网科技YiNets

人脸对齐(Face Alignment)

人脸对齐(Face Alignment) - MSQRD, Snow, Snapchat的原理 - 上 Boyi Zhang
Face Alignment - How MSQRD, Snow, Snapchat works - Part 2/2 Boyi Zhang
Python Computer Vision OpenCV - Find Face Landmarks using DLIB Rajeev Ratan

姿势估计(Pose Estimation)

Pose Estimation Mark Jay
3D Motion Capture using Normal Webcam | Computer Vision OpenCV Murtaza's Workshop - Robotics and AI	Track Human Activity Using Scikit Learn | Python | Tutorial For Beginners AI Sciences

OCR, Optical Character Recognition

DAVAR-OCR git
MASTER: Multi-Aspect Non-local Network for Scene Text Recognition arxiv git
Extract Text From Images in Python (OCR) NeuralNine Tesseract
Optical Character Recognition (OCR) - Computerphile
How Does Optical Character Recognition (OCR) Work? Techquickie
Automatic OCR Receipt & Invoice Parsing in Python NeuralNine
Extract Text From Images in Python (OCR) NeuralNine
Basic OCR bill detection system | Pytesseract | Python | Data Analysis Cherry’s Project
Optical Character Recognition Project | Find Text inside the images/Videos Machine Learning | OCR Data Magic (by Sunny Kusawa)
Optical Character Recognition From Beginner to Expert Using Python | Tesseract - Complete Tutorial The Sineth
Automatic Number Plate Recognition using Tensorflow and EasyOCR Full Course in 2 Hours | Python Nicholas Renotte
OCR技术总结 Find Interesting AI

表格识别

[表格识别论文解读]Deep Splitting and Merging for Table Structure Decomposition jianshu

视觉 Attention

视觉时-空注意力建模与学习 华年ss

视觉错觉, 视错觉, illusion

视错觉通常是由于视觉系统对来自外界的信息进行处理时发生的。视觉系统是一个复杂的系统，它包括眼睛、神经、大脑皮层等多个组成部分。当光线进入眼睛并刺激视网膜时，视觉系统开始对外界信息进行处理和解释。 视错觉通常是由于视觉系统处理信息时出现了一些偏差或错误所导致的。例如，视觉系统可能会将来自外界的信息解释为具有不同的深度、大小、形状、颜色或运动状态，这可能导致视错觉的发生。此外，环境因素，如光线、对比度、背景等也可能会影响视觉系统的处理和解释。 另外，一些视错觉可能是由于人类视觉系统中特定神经机制的工作方式所致。例如，当视觉系统处理来自不同位置的信息时，可能会产生尺度错觉。这是因为视觉系统在将来自不同位置的信息整合在一起时，可能会出现某些细节信息的缺失或模糊，导致我们产生了不正确的大小感知。 总之，视错觉的发生是由于视觉系统在处理外界信息时出现了偏差或错误所导致的，这可能是由多种因素造成的。研究视错觉可以帮助我们更好地了解人类视觉系统的工作原理，并提高我们对视觉信息的处理和解释的准确性。
第4集 | 神奇的视觉差，你还相信你的眼睛吗？#视错觉#板式设计#平面设计#视觉差#视觉艺术#ui设计#视错觉小课堂 碳水Sir｜且曼
三角形分割错觉, Triangle division illusion 艾宾浩斯错觉, Ebginghaus illusion 赫曼方格错觉, Hermann's lattice illusion 康士维错觉, Canway illusion 方向对比错觉, Direction contrast illusion 米勒-莱尔错觉, Miller-Lyle illusion 同时对比错觉, Simultaneous illusion 对齐对比错觉, Contrast illusion
測試一下你對速度的感知到底怎麼樣 | 雅桑了嗎

Super Resolution

Awesome-Super-Resolution
SwinIR: Image Restoration Using Swin Transformer 52hz

ReID

基于深度学习和行人重识别(git, )
Person_reID_baseline_pytorch(git, )

3D点云, 3D Point Cloud

3D Point Cloud Classification in Python - PointNet Concept and Implementation Lights, Camera, Vision!
中科院自动化所在读博士刘永成：深度学习在3D点云处理中的探索 将门-TechBeat技术社区	Talk | 牛津大学胡庆拥：大场景三维点云语义理解Ⅱ 将门-TechBeat技术社区	将门创投 | 斯坦福大学在读博士生祁芮中台：点云上的深度学习及其在三维场景理解中的应用 将门-TechBeat技术社区
3D Deep Learning Tutorial SU Lab UC San Diego

3D重建 3d-reconstruction

NeRF (Neural Radiance Fields)
Instant Neural Graphics Primitives git s arxiv v 能够将 2D 图像转 3D 模型
英伟达新技术训练NeRF模型 机器之心
Como instalar NERF en Windows + Tutorial + Ejemplos + Recomendaciones adriabama06
NeRF (Neural Radiance Fields) AI葵
BARF 🤮: Bundle-Adjusting Neural Radiance Fields (ICCV 2021 oral) Chen-Hsuan Lin
Google’s New AI: Fly INTO Photos! 🐦 Two Minute Papers
NeRF: Representing Scenes as Neural Radiance Fields for View Synthesis (ML Research Paper Explained) Yannic Kilcher

Talk | 香港中文大学MMLab在读博士生徐英豪：通过结构和纹理表示实现3D图像合成 将门-TechBeat技术社区
Talk | AAAI'23 Oral 北京大学陈嘉毅：自然条件下基于三维点云的手物联合位姿追踪与重建 将门-TechBeat技术社区

视频插帧

【怜狸酱的小课堂】使用百度AI studio进行视频插帧 谜怜狸 notebook
【硬件科普】免费提升画质和帧数？详解DLSS2.0的工作原理与作用 硬件茶谈 抗锯齿
【GPU】NVIDIA RTX40專有技術，DLSS3.0技術解析！ 可見TV
DLSS 3 RTX4090：性能新标杆，不只是打游戏 林亦LYi
【Huan】 無庸置疑的強大。 NVIDIA GeForce RTX 4090性能實測 Huan
amd fsr
RTX 50系显卡来了！NV有哪些干货？ 极客湾Geekerwan
【Huan】 該不會又是接下來的幾年沒對手了吧..? NVIDIA GeForce RTX 5090創始版性能實測

视频理解

I3D 论文精读【论文精读】 Mu Li
双流网络论文逐段精读【论文精读】 Mu Li
Video PreTraining (VPT): Learning to Act by Watching Unlabeled Online Videos (Paper Explained) Yannic Kilcher
Talk | 香港大学在读博士生马逴凡：重新思考分辨率对于高效视频理解的意义 将门-TechBeat技术社区

实战

ClarityCoders u	Learn Code By Gaming u
Know-How u

【亦】警惕AI外挂！我写了一个枪枪爆头的视觉AI，又亲手“杀死”了它 林亦LYi
OpenCV Object Detection in Games Learn Code By Gaming
I tried to make a Valorant AI using computer vision River's Educational Channel
AI游戏脚本难不难学，竞技类MOBA链游有没有机会搬砖打金？米斯特姚
Making a Whack a Mole bot using OpenCV's Match Template Noob Coding and Gaming git
Make a bot that plays chrome dino game in python | OpenCV Tutorial | Beginners Amrit Aryal
Dominating an Online Multiplayer Game using Python and OpenCV. ClarityCoders
TensorFlow CS:GO custom object detection aim bot Python Lessons
Unity 3D Augmented Reality Application With OpenCV and Python Alberto Zancanaro
Computer Vision With Arduino | 2 Hour Course | OpenCV Python Murtaza's Workshop - Robotics and AI
图片缩放.py git
This Image is Made of Text The Coding Train
Fingerprint Matching in Python NeuralNine 指纹识别
NVIDIA Instant Neural Graphics Primitives (nerf) Dirk Teucher
OlafenwaMoses/ImageAI A python library s v
Coding Challenge: Image to ASCII The Coding Train

cv工具

AI辅助设计 来真的

其他

GYee/CV_interviews_Q-A CV算法岗知识点及面试问答汇总