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.
It is worth noting why "FIFA 20 Legacy Edition" is a specific point of contention in the modding community.
When EA released FIFA 20 on Switch, they charged full price ($59.99) for what was essentially FIFA 19 with updated kits and squads. It lacked the "VOLTA" street mode and the graphical improvements of the PS4/Xbox versions. fifa 20 legacy edition switch nsp update lang hot
Because the game was widely criticized as a "cash grab," many users felt justified in pirating it. The search volume for FIFA 20 Switch NSP files was historically high because users wanted to try it before buying (or simply not buy it at all) due to the lack of quality assurance from the developer. It is worth noting why "FIFA 20 Legacy
For the uninitiated, an NSP (Nintendo Submission Package) is the digital file format used by the Nintendo Switch for downloadable content, game updates, and full games from the eShop. These files contrast with XCI (cartridge dumps). For the uninitiated, an NSP (Nintendo Submission Package)
To understand the lifestyle impact of FIFA 20 on Switch, one must first understand the product itself. Unlike its PlayStation 4 and Xbox One counterparts, the Switch version was branded a "Legacy Edition." This essentially meant it was a roster update of FIFA 19, with minor cosmetic tweaks but no new gameplay mechanics or engine improvements.
This distinction fueled a subculture within the Switch hacking and homebrew community. The term "NSP" refers to the file format used for Nintendo Switch games, often utilized by those who mod their consoles or preserve games digitally.
In the context of FIFA 20, the "NSP update" scene became vital. Because the official cartridge release was often static, players relying on digital NSP formats were hyper-focused on update files (often labeled as "updates" or "DLC" in NSP format). These updates were crucial for two reasons:
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.