Very complete summary of machine vision research direction, according to the technical principle, according to the application scene.

From: studyai.com/article/70f…

PS: If MarkDown does not support TOC and TOCM title preview, you can visit the above address for a clearer classification structure.

[TOCM]

[TOC]

Images and video

The image processing

Image classification

Single label classification, multi-label classification, fine granularity classification

Object detection and segmentation

Detection and location, semantic segmentation, instance segmentation, panoramic segmentation

Image super-resolution reconstruction

Image restoration and enhancement

Get rid of fog, get rid of rain, strengthen

Image q&A and description

Image and video retrieval

Video content analysis

Visual target tracking

Figure neural network GNN

Generative adversarial GAN

AutoML & NAS

Automatic machine learning, neural architecture search

Network compression and lightweight

Binocular multiocular vision

Multi-source fusion vision

Visible light imaging, infrared imaging, radar imaging

Medical imaging analysis

Recognition, reconstruction, segmentation, registration

Remote sensing and aerial image analysis

Industrial visual inspection

Defect detection, counting, dimension measurement

Intelligent autonomous driving

Lane line detection, traffic sign detection, vehicle detection, license plate recognition, vehicle attribute recognition, ADAS, etc

SLAM and Robotics

Autonomous positioning, navigation and real-time map building

3D point cloud and 3D reconstruction

Human technology related

Human fingerprint identification

Human gesture recognition

Body pose estimation

Human motion detection

The human body is fitted and replaced

Human clothing collocation, dressing style finalize the design, human clothing exchange, etc

Pedestrian detection and recognition

Pedestrian detection, pedestrian rerecognition ReID, gait recognition, crowd counting

Face technology correlation

Facial skin care

Face detection

Face alignment

Face verification

Face to retrieve

Attribute recognition

Facial expression recognition

Live testing

Face exchange

Iris recognition

Major Software tools

OpenCV

TensorFlow

PyTorch

PIL

SKI-Image

Matlab

Primary data set

Part of the data set is shown below

Each dataset comes with an official download address and simple instructions,

To view all dataset information, you can reply dataset inside the public account.

** kiss a sweep, check ** at any time