SCROLL DOWN
AI-Powered Sports Video Analysis
Experience the power of sports video analysis software to enable your team with critical insights, fine-tune strategies, and elevate performance, fostering a competitive edge for sustainable success and improvement.
The Manifest is recognizing Requestum as one of our Global Dev & IT industry frontrunners for 2022!
Benefits of Sport Video Analysis
Ensuring team alignment
Ensuring team alignment
Foster unity and collaboration among your team members by ensuring everyone understands and works cohesively towards the defined objectives.
Discovering competitive edge
Discovering competitive edge
Utilize video analysis for an honest assessment, uncovering your team's strengths and areas for improvement, and effectively communicate these insights
Performance optimization
Performance optimization
Delve into the details and explore the depth of analysis you require. Identify the moments for improvement and make impactful changes with each opportunity.
Key Technologies We Use for AI Sports Video Analytics Software Development
In the competitive realm of professional sports, leveraging data analytics is crucial for securing victories. The integration of AI technology has put this process to new heights, offering unparalleled speed, precision, and accessibility. Here are key AI technologies we use for building sport video analysis software.
Machine Learning
We leverage ML algorithms to enhance sports video analysis, adapting over time to recognize complex patterns, movements, and player actions. This technology provides an understanding of player behavior, game tactics, and performance trends, tailoring insights to the evolving nature of sports.
Deep Learning
Our use of deep learning, with its multi-layered neural networks, is instrumental in dissecting complex video content. This technology enables to achieve a deeper, more nuanced understanding of sports footage, facilitating detailed analyses of players and game strategies.
Computer Vision
Through CV, we empower the software to interpret game footage visually, identifying objects, actions, and crucial events automatically. This technology is pivotal for the automated tracking and comprehensive analysis capabilities, enhancing the accuracy and depth of sports video analysis.
Natural Language Processing
We employ NLP to extract additional insights from commentary and social media, integrating qualitative data into our video analysis. This enriches the understanding of player performance and public perception, adding a technologiesluable layer of context to our quantitative analyses.
Object Detection and Tracking
Object detection and tracking systems give the ability to accurately identify and monitor specific objects, like players and balls, within video frames. This capability is essential for analyzing player positions, movements, and overall game dynamics, offering a detailed view of the action.
Pose Estimation
We apply pose estimation techniques to analyze players' body positions and postures, gaining insights into their technique, form, and biomechanics. This analysis is crucial for helping athletes improve their performance and minimize injury risks, providing targeted recommendations for enhancement
Data Analytics and Visualization
We harness sophisticated analytics tools and intuitive visualization to turn data into actionable insights. This approach supports strategic planning by ensuring that the insights are both accurate and user-friendly, facilitating informed decision-making and the formulation of effective strategies.
Augmented Reality and Virtual Reality
We provide immersive ways to review and interact with game footage through AR and VR. These technologies allow coaches and players to explore strategies and scenarios in a highly engaging and interactive manner, offering a unique perspective on game analysis and preparation.
Key Technologies We Use for AI Sports Video Analytics Software Development
In the competitive realm of professional sports, leveraging data analytics is crucial for securing victories. The integration of AI technology has put this process to new heights, offering unparalleled speed, precision, and accessibility. Here are key AI technologies we use for building sport video analysis software.
Our Expertise in AI Sports Analysis Software Development
Football player performance evaluation
The main objective of this project was to create an advanced system designed to measure athletic performance with great precision. It focused on monitoring and evaluating football players' movements during matches to offer meaningful insights into their performance.
Our approach
Our team addressed this challenge by leveraging a suite of advanced technologies:
-
CNN-Based Field Marking Recognition
We utilized Convolutional Neural Networks (CNN) to identify key points and lines on the football field. This technology allowed us to establish a reference framework for accurately tracking the players' movements.
-
Custom Camera Calibration
Fully automatic camera calibration algorithm for the entire video that uses keypoint and line data for all frames of the video. This allows accurate camera calibration even on frames with a high zoom, where few keypoints and few lines are visible.
-
Object Detection and Tracking
Our system employed advanced object detection and tracking algorithms. These were instrumental in monitoring the athletes' positions and movements throughout the game.
-
Pose Estimation
We implemented a lightweight pose estimation model. This model was designed to recognize the projection point of an athlete's pelvis onto the field, a key metric in assessing movement efficiency and agility.
Results
-
Accurate Performance Metrics
The system reliably calculated essential metrics like speed and acceleration, offering coaches and players valuable insights for training and strategy development.
-
Efficient Resource Usage
Despite its complexity, the pose estimation model was optimized to require less than 200 MB of GPU memory and function effectively at low resolutions, ensuring its applicability in various environments without the need for high-end hardware.
-
Enhanced Training and Strategy
The insights provided by our system have been instrumental in enhancing training regimes and in-game strategies, directly contributing to improved athletic performance.
Want to experience the power of AI video analysis in sport?
Requestum team is excited to help you increase your capabilities through innovative technologies.
Have a project in mind?
Write us a message to get a quote
RECENT BLOG POSTS
Our contacts
We are committed to ensure quality in detail and provide meaningful impact for customers’ business and audience.
-
UA Sales Office:
sales@requestum.com -
HR Team:
talents@requestum.com -
Latvia
1000, Maskavas Iela 44, Riga
-
Ukraine
61000, 7/9 Svobody street, Kharkiv
-
Switzerland
6313, Seminarstrasse, 5, Menzingen