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.
In the landscape of Korean teen dramas, we are often served tropes of star-crossed lovers, wealthy heirs, and academic pressure. However, Disney+ and Hulu’s 2022 series The Revenge of Others (Ttakhamyeon Doinda) takes a sharp, dark turn into the genre of noir and thriller. It strips away the gloss of the typical high school romance and replaces it with a gritty narrative about disability, corruption, and the cyclical nature of violence.
Revenge of Others is more than just a revenge fantasy. It is classified as a thriller because it focuses on darker, more intense themes:
The story follows , a competitive shooter who refuses to believe her twin brother, Won-seok, committed suicide. She transfers to his school, Yongtan High, to hunt for his killer. There, she crosses paths with Ji Soo-heon , a student dealing with a terminal brain tumor and mounting medical bills who delivers "revenge for hire" against school bullies. As the two form an uneasy alliance, they uncover a tangled web of gaslighting, hidden identities, and a massive cover-up by those in power. Main Cast & Characters revenge of others drama full
Revenge of Others tells the story of Ok Chan-mi (Shin Ye-eun), a national youth shooting representative whose world shatters when her twin brother, Park Won-seok, is found dead after a fall from his school building. Convinced it was murder, not suicide, Chan-mi transfers to his school, Yongtan High, determined to find the truth. She crosses paths with Ji Soo-heon (Lomon), a mysterious student who witnessed the fall and secretly works as a paid "hero" who violently punishes school bullies. As the two join forces, they plunge into the dark secrets hiding beneath the surface of their school.
Chan-mi is a compelling protagonist because she is driven by raw emotion rather than a hero complex. She is seeking truth, but she is also seeking vengeance. Shin Ye-eun delivers a powerhouse performance, balancing the fragility of a grieving sister with the cold precision of a shooter. Her journey is not just solving a murder; it is deconstructing the image of the brother she loved. In the landscape of Korean teen dramas, we
The drama offers a terrifying look into the psyche of wealthy, entitled youth. The bullies are not just "mean kids"; they are sociopathic, protected by their parents' money and a corrupt justice system. This raises the stakes significantly, making the audience root for the "revenge" aspect of the title.
Unlike typical high school K-dramas that focus on romance or lighthearted drama, Revenge of Others is a gritty noir. It features cinematic action sequences, sharp dialogue, and a constant sense of paranoia—reminiscent of Western teen thrillers like Elite or 13 Reasons Why , but with the distinct emotional depth and plot twists characteristic of Korean storytelling. Revenge of Others is more than just a revenge fantasy
The South Korean thriller Revenge of Others (3인칭 복수) has captivated global audiences with its gritty portrayal of school violence, mystery, and vigilante justice. If you are searching for the experience, this guide breaks down everything from the high-stakes plot to where you can watch every episode. 🔍 The Plot: A Search for the Truth
The manipulative class president and primary antagonist who orchestrates many of the school's darker events. Key Themes
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.