Machine Learning
Datasets for image and video aesthetics
1. Video Dataset : 107 videos
This dataset has videos that can be framed into images.
Color contrast,Depth of Field[DoF],Rule of Third[RoT] attributes
that affect aesthetics can be extracted from the video datasets.
2.Slow videos and Fast videos can be assessed for motion
affecting aesthetics
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Please cite the following paper when using this dataset:
N. Thakur, "Twitter Big Data as a Resource for Exoskeleton Research: A Large-Scale Dataset of about 140,000 Tweets from 2017–2022 and 100 Research Questions", Journal of Analytics, Volume 1, Issue 2, 2022, pp. 72-97, DOI: https://doi.org/10.3390/analytics1020007
Abstract
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The Firearm Recoil Dataset was collected utilizing a wrist worn accelerometer to record the recoil generated from one subject’s use of 15 different firearms of the Handgun, Rifle and Shotgun class. The type of the firearm based on its ability to auto-load or not is also denoted.
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A synthetic signal dataset of 12 different modulations (including PSK, QPSK, 8PSK, QFSK, 8FSK, 16APSK, 16QAM, 64QAM, 4PAM, LFM, DSB-SC, and SSBSC) with different DOAs (discrete angles ranging from -60° to 60° with the step size of 1°) is generated using MATLAB 2021a. Regarding the signal model configuration for the data generation, we specify a uniform linear antenna array of M = 5 elements to acquire incoming signals having N = 1024 envelope complex samples, thus conducting an I/Q data array of size 1024 × 2 × 5.
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We elaborate on the dataset collected from our testbed developed at Washington University in St. Louis, to perform real-world IIoT operations, carrying out attacks that are more prelevant against IIoT systems. This dataset is to be utilized in the research of AI/ML based security solutions to tackle the intrusion problem.
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The credit risk evaluation data generated by a commercial bank’s personal consumption loans.
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This dataset contains actual field/experimental data for the following environmental engineering applications, namely:
- Concentration data generated from filtration systems which treat influents, having contaminant materials, via adsorption process.
- Streamflow height data collated for 50 states/cities in America for the historical period between 1900-2018.
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