The goal of the Kinetics dataset is to help the computer vision and machine learning communities advance models for video understanding. Given this large human action classification dataset, it may be possible to learn powerful video representations that transfer to different video tasks.
The Kinetics-700-2020 dataset will be used for this challenge. Kinetics-700-2020 is a large-scale, high-quality dataset of YouTube video URLs which include a diverse range of human focused actions. The aim of the Kinetics dataset is to help the machine learning community create more advanced models for video understanding. It is an approximate super-set of both Kinetics-400, released in 2017, Kinetics-600, released in 2018 and Kinetics-700, released in 2019.
The dataset consists of approximately 650,000 video clips, and covers 700 human action classes with at least 700 video clips for each action class. Each clip lasts around 10 seconds and is labeled with a single class. All of the clips have been through multiple rounds of human annotation, and each is taken from a unique YouTube video. The actions cover a broad range of classes including human-object interactions such as playing instruments, as well as human-human interactions such as shaking hands and hugging.
More information about how to download the Kinetics dataset is available here.
A Windows 11 22H2 x64 16-in-1 with inbuilt Office is an unofficial, third-party distribution of the Windows operating system. It is typically a single ISO file modified to include multiple editions of Windows 11 (such as Home, Pro, and Enterprise) along with a pre-installed version of Microsoft Office. Key Components of This Build
Windows 11 22H2: The first major feature update for Windows 11, released in late 2022. It introduced features like folders in the Start Menu, tabs in File Explorer, and updated Snap layouts.
16-in-1 (AIO): "All-in-One" media that lets you choose from 16 different versions or configurations of the OS during installation.
Inbuilt Office: A version of Microsoft Office (often Office 2021 or 2024) integrated directly into the OS image so it is ready to use immediately after Windows finishes installing. Critical Risks and Considerations
Because this is not an official Microsoft release, there are significant security and stability factors to consider:
Does Windows 11 come with Microsoft Office included? - digilicenses
What is a 16-in-1 installation media?
A 16-in-1 installation media is a single installation source that contains multiple editions of Windows 11, allowing you to install various versions of the operating system from a single USB drive or DVD. This approach is convenient for IT professionals, as it simplifies the deployment process and reduces the number of installation media required.
Prerequisites:
dism (Deployment Image Servicing and Management) or a third-party tool like Rufus or Ventoy to create the 16-in-1 installation media.Step-by-Step Guide:
Option 1: Using DISM (recommended for advanced users)
dism /export-image /SourceImageFile:install.esd /SourceIndex:1 /DestinationImageFile:install.wim /Compress:max /CheckIntegrity
Replace install.esd with the actual file name of your Windows 11 installation file.
dism /apply-image /SourceImageFile:install.wim /SourceIndex:1-16 /DestinationDrive: <drive letter of your USB drive>
Replace <drive letter of your USB drive> with the actual drive letter of your USB drive.
Option 2: Using Rufus or Ventoy (easier and more user-friendly)
Integrating Office
Office in the root of the installation media and adding the Office installation files to it.install.cmd file in the root of the installation media with the following content:@echo off
:: Install Office
start /wait Office\setup.exe /configure Office\config.xml
Replace config.xml with the actual file name of your Office configuration file.
Final Steps
By following these steps, you'll have a solid guide to creating a Windows 11 22H2 x64 16-in-1 installation media with inbuilt Office.
The request for a "Windows 11 22H2 x64 16in1 with inbuilt Office" typically refers to a custom, unofficial ISO image that bundles multiple editions of Windows 11 with pre-installed productivity software. While these "all-in-one" (AIO) builds are popular on third-party forums for convenience, they are not official Microsoft releases. Core Components of the Build windows 11 22h2 x64 16in1 with inbuilt office
A "16in1" ISO generally consolidates several different versions of the operating system into a single installation file, allowing the user to choose their preferred edition during setup.
Windows 11 22H2 Base: Built on version 22H2 (the 2022 Update), which introduced features like tabs in File Explorer, Snap Layout improvements, and enhanced Task Manager functionality.
16-in-1 Edition Variety: These builds usually include standard and "N" (without Media Player) versions of: Home, Pro, and Enterprise. Education and Pro Education. IoT Enterprise and Pro for Workstations.
Inbuilt Office: This refers to the integration of Microsoft Office 2021 or similar suites directly into the system image, so the software is ready to use immediately after the OS installation. Key Features of Version 22H2
The 22H2 update was the first major feature refresh for Windows 11, focusing on productivity and accessibility:
Productivity: Added a "Home" view in File Explorer and the ability to pin apps by dragging them to the taskbar.
Accessibility: Introduced system-wide Live Captions, Voice Access for full interface control, and more natural voices for the Narrator.
Gaming: Included Auto HDR enhancements and DirectStorage API for faster asset loading. Critical Considerations: Safety and Legality
Users should exercise extreme caution with these custom builds: What's New in Windows 11 22H2
Windows 11 22H2 x64 "16in1" with Inbuilt Office: A Comprehensive Overview
A "16in1" Windows 11 ISO is a specialized, all-in-one installation media that bundles 16 different editions of the operating system into a single file. These editions often include standard versions like Pro, Home, and Enterprise, alongside customized versions pre-loaded with Microsoft Office and other productivity tools. What is Included in a 16in1 ISO?
Typically, these builds are "pre-activated" or "AIO" (All-In-One) packages created by the community. They often include:
Multiple Windows Editions: Home, Pro, Education, and Enterprise variants.
Integrated Software: Bundled versions of Office Professional Plus 2021 or 2024.
Bypassed Requirements: Many unofficial 16in1 builds are modified to bypass TPM 2.0 and Secure Boot restrictions for older hardware. Key Features of Windows 11 22H2
The 22H2 update (also known as the "2022 Update") introduced several major quality-of-life improvements:
A "16-in-1" Windows 11 22H2 x64 ISO is a custom-built, multi-edition installer that packs various Windows editions and software into a single image
. These versions are typically designed for IT professionals and power users who need a versatile toolkit for different hardware setups. Included Windows 11 Editions A Windows 11 22H2 x64 16-in-1 with inbuilt
A 16-in-1 ISO typically includes a mix of standard and specialized x64 editions: Core Consumer: Home, Home N, and Home Single Language. Professional: Pro, Pro N, Pro Education, and Pro for Workstations. Enterprise & Specialized:
Enterprise, Enterprise N, IoT Enterprise, and Enterprise multi-session. Education: Education and Education N. Specialized: Windows 11 Team. Key Features of Version 22H2 22H2 "2022 Update"
introduced several major refinements to the Windows experience: File Explorer Tabs:
Support for multiple tabs within a single window, similar to a web browser. Taskbar & Start Menu Improvements:
Restored drag-and-drop support for the taskbar and new folder options for the Start Menu. Snap Layouts Enhancements: New ways to snap windows at the top of the screen. Advanced Security:
Includes Smart App Control and enhanced phishing protection. Task Manager Updates:
A redesigned interface with an "Efficiency Mode" to limit resource usage of specific processes. Integrated Office Suite
In these custom "inbuilt" builds, Microsoft Office is often pre-installed or pre-activated to save setup time. Usually includes Office 2021 Professional Plus Office 2024 Core Apps:
Standard inclusion of Word, Excel, PowerPoint, Outlook, and OneNote. Efficiency:
Pre-integrating Office eliminates the need for separate downloads and manual post-install configuration. System Requirements for x64 Processor:
1 GHz or faster with 2 or more cores on a compatible 64-bit processor. 4 GB minimum. 64 GB or larger storage device. TPM version 2.0 and Secure Boot capability. specific steps for creating a bootable USB from this 16-in-1 ISO?
Windows 11 22H2 x64 16-in-1 build with built-in Office is designed for rapid, bulk deployment by integrating multiple operating system editions and software into a single installer. The defining feature of such a build is Unified Software Provisioning
, which allows you to install both the operating system and a full productivity suite (typically Office 2021) in a single, automated pass. Key Capabilities Multi-Edition Selection
: The "16-in-1" format typically includes a variety of Windows editions such as Home, Pro, Education, and Enterprise, often available in both standard and "N" (European media-less) versions. Pre-Activated Office Suite : These custom ISOs often come with Office LTSC 2021 ProPlus
pre-installed and sometimes pre-activated using scripts like KMS_VL_ALL, eliminating the need for separate software installation and license entry after the OS setup. Updated Security & Drivers
: Built-in 22H2 features are often supplemented with the latest cumulative updates (e.g., KB5029263) and .NET Frameworks (3.5 and 4.8.1) integrated directly into the image. Bypassed System Requirements : Many custom builds of this type are modified to remove TPM 2.0 and Secure Boot
requirements, allowing installation on older hardware that Microsoft does not officially support. Feature Highlight: "One-Click" Deployment
This feature significantly reduces "Time-to-Desktop." Instead of the standard two-step process—installing Windows, then downloading and installing a 3GB+ Office package—the installer places all necessary files on the drive during the initial imaging phase. This is particularly useful for IT administrators setting up multiple machines with a consistent software baseline. with these features using tools like Windows 11 with Office 2021 ISO | Easy Integration Guide Windows 11 22H2 x64 ISO file : You'll
Windows 11 version 22H2 "16-in-1" with inbuilt Office is custom, third-party modified installation image (ISO)
. It is not an official Microsoft release. These images are typically created by enthusiasts or distributors to provide a "one-stop" installation experience. Microsoft Learn Key Characteristics
Based on Windows 11 22H2 (Build 22621), the first major feature update for Windows 11. "16-in-1" (AIO):
This refers to an "All-In-One" image that includes 16 different editions of Windows 11 (e.g., Home, Pro, Enterprise, Education) within a single file. Inbuilt Office: Frequently includes Office LTSC 2021 Office 365
pre-integrated, meaning the productivity suite is installed automatically along with the OS. Bypassed Requirements:
Many of these custom ISOs are modified to remove hardware checks, allowing installation on older PCs that lack Secure Boot Performance and Visual Updates in 22H2
The base 22H2 version introduced several core improvements that these ISOs leverage: Start Menu: Added app folders and adjustable layout sizes. File Explorer:
Introduced tabs (in later builds of 22H2) and a redesigned "Home" view.
Re-added the ability to drag and drop files onto taskbar icons. Task Manager:
Updated with a modern design and "Efficiency Mode" for power saving. Critical Risks and Considerations
While convenient, using modified ISOs from unofficial sources carries significant risks:
These images often come "pre-activated" using unauthorized scripts (like KMS_VL_ALL), which may include hidden malware, keyloggers, or backdoors Stability:
Modified system files can lead to frequent crashes, blue screens, or the inability to receive official security updates from Microsoft.
Distributing and using these modified images violates Microsoft's EULA and copyright laws.
Modified versions may have telemetry settings altered or unknown background processes communicating with external servers.
At the heart of this build lies the Windows 11 Version 22H2 (released in late 2022). While newer versions exist, 22H2 is often regarded as a "sweet spot" in the Windows 11 lifecycle. It represents a maturity in the operating system's evolution—stabilizing the radical visual redesign introduced in the original release while refining the underlying code.
The "X64" designation confirms that this build is tailored for the modern era, designed to leverage the full power of 64-bit processors. It supports massive amounts of RAM and advanced security features, ensuring it runs smoothly on everything from a high-end workstation to a modern mid-range laptop.
The highlight of this build is the integration of Microsoft Office. Depending on the specific release, this usually includes Office 2021 or Office 365 pre-installed. This eliminates the need to download a separate office suite after installing the OS, saving time and bandwidth. It is ready for productivity immediately after the first boot.
| Item | Detail | |------|--------| | USB drive | 16 GB or larger | | Backup | All important data on target PC | | License | Valid Windows 11 license (digital or key) – custom editions often bypass activation illegally | | Antivirus | Temporarily disable only if needed; scan final USB/ISO | | Test PC | Preferably a virtual machine (VMware, VirtualBox) or spare PC |
Settings > System > Activation. It should show "Windows is activated with a digital license."File > Account. You should see "Product Activated" for Office.
1. Possible to use ImageNet checkpoints?
We allow finetuning from public ImageNet checkpoints for the supervised track -- but a link to the specific checkpoint should be provided with each submission.
2. Possible to use optical flow?
Flow can be used as long as not trained on external datasets, except if they are synthetic.
3. Can we train on test data without labels (e.g. transductive)?
No.
4. Can we use semantic class label information?
Yes, for the supervised track.
5. Will there be special tracks for methods using fewer FLOPs / small models or just RGB vs RGB+Audio in the self-supervised track?
We will ask participants to provide the total number of model parameters and the modalities used and plan to create special mentions for those doing well in each setting, but not specific tracks.