Definition of "annotation" ( Chap12 )
Hi.
The term of "annotation" is explained as follows ( "Annotations: Overview", of "Torchvision Operators", in Chap12.)
The process of drawing bounding boxes around the object of interest in an image is called annotation. Annotating a dataset is an intensive and laborious task, but there are a few tools that may help.
This is a little bit different from what I understand.
for example, a site saying like this( just a first hit by quick search) ;
In machine learning, data annotation is the process of detecting raw data i.e. images, videos, text files, etc. and tagging them.
This is what I understand as "annotation".( I've though that tagging is the very annotation.)
By the way, Is there clear definition about "annotation"? I would like to make my understanding as precise as possible.
Thanks,
Comments
-
Hi @m.taniguchi
Thank you for your question. In the case of object detection, drawing bounding boxes (and then determining what's inside each box - its label) is annotating an image.
In this context, you can also find in the site you provided, in the "Object Recognition and Classification" section, that it actually agrees with the provided definition (highlights are mine):
"When it comes to object recognition and classification, this is where humans i.e. annotators come in, take the unlabeled, raw data and give them meaningful context i.e. labels."
A little bit down further, you'll also find:
"These labeling tools are equipped with features designed for the annotators to outline objects on an image and classify them. You’ll notice, object recognition is not the only goal of image annotation; once the objects are outlined on an image, you need to classify them."
In a nutshell, annotating the data means determining what is the ground truth for each data point. In simple cases, such as image classification, it is just the label - "cat", "dog", etc. - and the process is commonly known as simply labeling. In more complex tasks, such as object detection or recognition, there may me multiple sets of coordinates for the bounding boxes, which the model is trained to detect, and defining these boxes is known as annotating.
If it helps, you can think of labeling as a special case (the simplest) of annotating.Best,
Daniel1
Categories
- All Categories
- 207 LFX Mentorship
- 207 LFX Mentorship: Linux Kernel
- 734 Linux Foundation IT Professional Programs
- 339 Cloud Engineer IT Professional Program
- 166 Advanced Cloud Engineer IT Professional Program
- 66 DevOps Engineer IT Professional Program
- 132 Cloud Native Developer IT Professional Program
- 122 Express Training Courses
- 122 Express Courses - Discussion Forum
- 6K Training Courses
- 40 LFC110 Class Forum - Discontinued
- 66 LFC131 Class Forum
- 39 LFD102 Class Forum
- 222 LFD103 Class Forum
- 17 LFD110 Class Forum
- 34 LFD121 Class Forum
- 17 LFD133 Class Forum
- 6 LFD134 Class Forum
- 17 LFD137 Class Forum
- 70 LFD201 Class Forum
- 3 LFD210 Class Forum
- 2 LFD210-CN Class Forum
- 2 LFD213 Class Forum - Discontinued
- 128 LFD232 Class Forum - Discontinued
- 1 LFD233 Class Forum
- 3 LFD237 Class Forum
- 23 LFD254 Class Forum
- 689 LFD259 Class Forum
- 110 LFD272 Class Forum
- 3 LFD272-JP クラス フォーラム
- 10 LFD273 Class Forum
- 113 LFS101 Class Forum
- LFS111 Class Forum
- 2 LFS112 Class Forum
- 1 LFS116 Class Forum
- 3 LFS118 Class Forum
- 3 LFS142 Class Forum
- 3 LFS144 Class Forum
- 3 LFS145 Class Forum
- 1 LFS146 Class Forum
- 2 LFS147 Class Forum
- 8 LFS151 Class Forum
- 1 LFS157 Class Forum
- 18 LFS158 Class Forum
- 5 LFS162 Class Forum
- 1 LFS166 Class Forum
- 3 LFS167 Class Forum
- 1 LFS170 Class Forum
- 1 LFS171 Class Forum
- 2 LFS178 Class Forum
- 2 LFS180 Class Forum
- 1 LFS182 Class Forum
- 4 LFS183 Class Forum
- 30 LFS200 Class Forum
- 737 LFS201 Class Forum - Discontinued
- 2 LFS201-JP クラス フォーラム
- 17 LFS203 Class Forum
- 118 LFS207 Class Forum
- 1 LFS207-DE-Klassenforum
- LFS207-JP クラス フォーラム
- 301 LFS211 Class Forum
- 55 LFS216 Class Forum
- 50 LFS241 Class Forum
- 44 LFS242 Class Forum
- 37 LFS243 Class Forum
- 13 LFS244 Class Forum
- 1 LFS245 Class Forum
- 45 LFS250 Class Forum
- 1 LFS250-JP クラス フォーラム
- LFS251 Class Forum
- 146 LFS253 Class Forum
- LFS254 Class Forum
- LFS255 Class Forum
- 6 LFS256 Class Forum
- LFS257 Class Forum
- 1.2K LFS258 Class Forum
- 9 LFS258-JP クラス フォーラム
- 116 LFS260 Class Forum
- 156 LFS261 Class Forum
- 41 LFS262 Class Forum
- 82 LFS263 Class Forum - Discontinued
- 15 LFS264 Class Forum - Discontinued
- 11 LFS266 Class Forum - Discontinued
- 23 LFS267 Class Forum
- 18 LFS268 Class Forum
- 29 LFS269 Class Forum
- 200 LFS272 Class Forum
- 1 LFS272-JP クラス フォーラム
- LFS274 Class Forum
- 3 LFS281 Class Forum
- 8 LFW111 Class Forum
- 257 LFW211 Class Forum
- 180 LFW212 Class Forum
- 12 SKF100 Class Forum
- SKF200 Class Forum
- SKF201 Class Forum
- 791 Hardware
- 199 Drivers
- 68 I/O Devices
- 37 Monitors
- 98 Multimedia
- 174 Networking
- 91 Printers & Scanners
- 85 Storage
- 754 Linux Distributions
- 82 Debian
- 67 Fedora
- 16 Linux Mint
- 13 Mageia
- 23 openSUSE
- 147 Red Hat Enterprise
- 31 Slackware
- 13 SUSE Enterprise
- 351 Ubuntu
- 465 Linux System Administration
- 39 Cloud Computing
- 71 Command Line/Scripting
- Github systems admin projects
- 91 Linux Security
- 78 Network Management
- 101 System Management
- 47 Web Management
- 56 Mobile Computing
- 17 Android
- 28 Development
- 1.2K New to Linux
- 1K Getting Started with Linux
- 366 Off Topic
- 114 Introductions
- 171 Small Talk
- 20 Study Material
- 534 Programming and Development
- 293 Kernel Development
- 223 Software Development
- 1.2K Software
- 212 Applications
- 182 Command Line
- 3 Compiling/Installing
- 405 Games
- 312 Installation
- 79 All In Program
- 79 All In Forum
Upcoming Training
-
August 20, 2018
Kubernetes Administration (LFS458)
-
August 20, 2018
Linux System Administration (LFS301)
-
August 27, 2018
Open Source Virtualization (LFS462)
-
August 27, 2018
Linux Kernel Debugging and Security (LFD440)