Skills Evaluation
9 papers with code • 1 benchmarks • 3 datasets
Benchmarks
These leaderboards are used to track progress in Skills Evaluation
| Trend | Dataset | Best Model | Paper | Code | Compare |
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AQA-7
eSports Sensors Dataset
Multimodal PISA
Most implemented papers
Collection and Validation of Psychophysiological Data from Professional and Amateur Players: a Multimodal eSports Dataset
An important feature of the dataset is simultaneous data collection from five players, which facilitates the analysis of sensor data on a team level.
Evaluating surgical skills from kinematic data using convolutional neural networks
hfawaz/miccai18
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The need for automatic surgical skills assessment is increasing, especially because manual feedback from senior surgeons observing junior surgeons is prone to subjectivity and time consuming.
Understanding Cyber Athletes Behaviour Through a Smart Chair: CS:GO and Monolith Team Scenario
eSports is the rapidly developing multidisciplinary domain.
eSports Pro-Players Behavior During the Game Events: Statistical Analysis of Data Obtained Using the Smart Chair
Today's competition between the professional eSports teams is so strong that in-depth analysis of players' performance literally crucial for creating a powerful team.
Accurate and interpretable evaluation of surgical skills from kinematic data using fully convolutional neural networks
The method is validated on the JIGSAWS dataset for two surgical skills evaluation tasks: classification and regression.
Detecting Video Game Player Burnout with the Use of Sensor Data and Machine Learning
In this article, we propose the methods based on the sensor data analysis for predicting whether a player will win the future encounter.
AI-enabled Prediction of eSports Player Performance Using the Data from Heterogeneous Sensors
smerdov/CS_GO_Sensors_Data_Analysis
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For this reason, we collected the physiological, environmental, and the game chair data from Pro and amateur players.
Piano Skills Assessment
ParitoshParmar/Piano-Skills-Assessment
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Can a computer determine a piano player's skill level?
Vote'n'Rank: Revision of Benchmarking with Social Choice Theory
pragmaticslab/vote_and_rank
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The development of state-of-the-art systems in different applied areas of machine learning (ML) is driven by benchmarks, which have shaped the paradigm of evaluating generalisation capabilities from multiple perspectives.
