Itinai.com it development details code screens blured futuris c6679a58 04d0 490e 917c d214103a6d65 2
Itinai.com it development details code screens blured futuris c6679a58 04d0 490e 917c d214103a6d65 2

Meet SwimXYZ: A Synthetic Dataset of Swimming Motions and Videos Containing 3.4M Frames Annotated with Ground Truth 2D and 3D Joints

Recent advancements in human motion capture have made it possible to capture motion from RGB photos and films using affordable devices. This opens up opportunities for motion capture in various industries, including sports. However, there are challenges in using computer vision-based motion capture for swimming due to the unique nature of aquatic data. Researchers have developed SwimXYZ, an artificial dataset of swimming motions and films, to address this. The dataset includes annotated 2D and 3D joints and offers a variety of body forms and swimming motions. The goal is to make motion capture in swimming more widely used.

 Meet SwimXYZ: A Synthetic Dataset of Swimming Motions and Videos Containing 3.4M Frames Annotated with Ground Truth 2D and 3D Joints

Introducing SwimXYZ: A Synthetic Dataset of Swimming Motions and Videos

Human motion capture has become a valuable tool in industries like sports, medical, and entertainment. However, traditional motion capture systems are expensive and time-consuming to set up and maintain. They also face unique challenges when it comes to aquatic activities like swimming.

Fortunately, recent developments have made it possible to capture motion from photos and films using simple, affordable devices. These real-time, single-camera systems have the potential to revolutionize motion capture during sporting events and enhance amateur athletes’ training programs. However, they face obstacles when it comes to swimming due to the need for more data and the differences in aquatic images compared to traditional datasets.

The Solution: SwimXYZ

Researchers have developed SwimXYZ, an artificial dataset specifically designed for motion capture in swimming. It features swimming-specific films annotated with 2D and 3D joints from real swimming pools. SwimXYZ includes a wide variety of camera perspectives, subjects, lighting conditions, and swimming actions. It also offers a range of body forms and swimming motions.

SwimXYZ’s goal is to make motion capture in swimming more widely used. Future studies can use SwimXYZ’s data for training pose and motion priors or swimming stroke classifiers. The dataset can be expanded to include more variety in subjects, locations, and annotations to further enhance its practical applications.

To learn more about SwimXYZ, you can check out the Paper and Project Page.

Evolve Your Company with AI

If you want to stay competitive and leverage AI to redefine your business processes, consider utilizing SwimXYZ and other AI solutions. Here are some practical steps you can take:

  1. Identify Automation Opportunities: Find key customer interaction points that can benefit from AI.
  2. Define KPIs: Ensure your AI initiatives have measurable impacts on business outcomes.
  3. Select an AI Solution: Choose tools that align with your needs and can be customized.
  4. Implement Gradually: Start with a pilot, collect data, and expand AI usage strategically.

If you need guidance on AI KPI management or want to explore AI solutions, you can connect with us at hello@itinai.com. Stay updated with the latest AI research news and projects by joining our Telegram channel t.me/itinainews or following us on Twitter @itinaicom.

Spotlight on AI Sales Bot

One practical AI solution to consider is the AI Sales Bot from itinai.com/aisalesbot. This bot is designed to automate customer engagement and manage interactions throughout the entire customer journey. Discover how AI can redefine your sales processes and improve customer engagement by exploring solutions at itinai.com.

List of Useful Links:

Itinai.com office ai background high tech quantum computing 0002ba7c e3d6 4fd7 abd6 cfe4e5f08aeb 0

Vladimir Dyachkov, Ph.D
Editor-in-Chief itinai.com

I believe that AI is only as powerful as the human insight guiding it.

Unleash Your Creative Potential with AI Agents

Competitors are already using AI Agents

Business Problems We Solve

  • Automation of internal processes.
  • Optimizing AI costs without huge budgets.
  • Training staff, developing custom courses for business needs
  • Integrating AI into client work, automating first lines of contact

Large and Medium Businesses

Startups

Offline Business

100% of clients report increased productivity and reduced operati

AI news and solutions