Data and code for: Automatic fish scale analysis by Christian Vogelmann (21646472)

“…</p><h3>Includeed in this repository:</h3><ul><li><b>Raw data files:</b></li><li><code>comparison_all_scales.csv</code> – comparison_all_scales.csv - manually verified vs. automated measurements of 1095 coregonid scales</li></ul><ul><li><ul><li><code>Validation_data.csv</code> – manually measured scale data under binocular</li><li><code>Parameter_correction_numeric.csv</code> – calibration data (scale radius vs. fish length/weight)</li></ul></li><li><b>Statistical results:</b></li><li><ul><li><code>comparison_stats_core_variables.csv</code> – verification statistics (bias, relative error, limits of agreement)</li><li><code>Validation_statistics.csv</code> – summary statistics and model fits (manual vs. automated)</li></ul></li><li><b>Executable script (not GUI):</b></li><li><ul><li><code>Algorithm.py</code> – core processing module for scale feature extraction<br>→ <i>Note: The complete Coregon Analyzer application (incl. …”

The data processing and analysis pipeline. by Xin Zhang (35492)

Visualization of tracking results of SiamFC_TDA algorithm and comparison algorithm on challenging sequences. by Yi Tao (178829)

Performance of the proposed tracking algorithm and comparison algorithms in three datasets. The higher the metrics, the better. by Yi Tao (178829)

Improve algorithm settings. by Hui Zhao (7395)

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Reported MATLAB data code. by Jotham Josephat Kimondo (19139409)

Effect of post-processing threshold and algorithms performance on the communities abundance-structure estimation. by Valentine Fleuré (12822137)

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Mixed Quantum/Classical Theory Approach to Rotationally Inelastic Molecular Collisions Implemented on a Quantum Computer by Jonathan Andrade-Plascencia (21546959)

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The complete process of optimizing PID control algorithm based on WOA-LSTM. by Dayu Zhang (710629)

Source code. by Jesse Wheeler (18462457)

S1 Code - by Jialiang Zhang (1574704)

Fluctuation plot of the data series after HI processing. by Hairong Zheng (291979)

Different steps of the experiment and data processing. by Isabel Barradas (20614853)

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Comparison results of prediction model with single algorithm and combination algorithm. by Jiayuan Wang (3765376)

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Genetic algorithm flowchart. by Wenguang Li (6528113)

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Event-driven data flow processing. by Yixian Wen (12201388)

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Algorithm parameter settings employed in the experiments on simulated data. by Liyan Sun (760586)

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Summary of the metrics of the different trained algorithms that performed best in the Testing process for each dataset. by Jaime B. Matas-Bustos (21772430)

Data_Sheet_1_Sex differences in brain MRI using deep learning toward fairer healthcare outcomes.PDF by Mahsa Dibaji (20177271)

“…<p>This study leverages deep learning to analyze sex differences in brain MRI data, aiming to further advance fairness in medical imaging. …”

Overview of the experimental design and data processing. by Keisuke Otaki (14853535)