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The sign test for matched pairs offers a robust method for comparing two paired samples, often for the effects of an intervention in one of them. This method is very useful in situations where the underlying distribution of the data is unknown. The test compares two related samples—often pre- and post-treatment measurements on the same subjects—to determine if there are significant differences in their median values.
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The Wilcoxon signed-rank test for matched pairs evaluates the null hypothesis by combining the ranks of differences with their signs. It essentially tests whether the median of the differences in a population of matched pairs is zero. Since the test incorporates more information than the sign test, it generally yields more trustable conclusions. This test also does not require the data to follow a normal distribution, but two conditions must be met for it to be applicable: (1) the data must...
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Lewis Acids and Bases02:33

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In 1923, G. N. Lewis proposed a generalized definition of acid-base behavior in which acids and bases are identified by their ability to accept or to donate a pair of electrons and form a coordinate covalent bond.
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Base Excision Repair01:54

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One of the common DNA damages is the chemical alteration of single bases by alkylation, oxidation, or deamination. The altered bases cause mispairing and strand breakage during replication. This type of damage causes minimal change to the DNA double helix structure and can be repaired by the base excision repair (BER) pathways. BER corrects damaged DNA sequences by removing the damaged base and restoring the original base sequence using the complementary strand as a template.
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Some compounds produce hydroxide ions when dissolved by chemically reacting with water molecules. In all cases, these compounds react only partially and so are classified as weak bases. These types of compounds are also abundant in nature and important commodities in various technologies. For example, global production of the weak base ammonia is typically well over 100 metric tons annually, being widely used as an agricultural fertilizer, a raw material for chemical synthesis of other...
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Related Experiment Video

Updated: Feb 8, 2026

Testing for Metacognitive Responding Using an Odor-based Delayed Match-to-Sample Test in Rats
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Testing for Metacognitive Responding Using an Odor-based Delayed Match-to-Sample Test in Rats

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Patchmatch-Based Robust Stereo Matching Under Radiometric Changes.

Jaeseung Lim, Sankeun Lee

    IEEE Transactions on Pattern Analysis and Machine Intelligence
    |July 12, 2018
    PubMed
    Summary
    This summary is machine-generated.

    This study introduces a robust and fast stereo matching method using Patchmatch to improve depth extraction from stereoscopic images, even with radiometric changes. The new approach significantly enhances accuracy and processing speed compared to existing techniques.

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    Area of Science:

    • Computer Vision
    • Image Processing
    • Robotics

    Background:

    • Stereo vision systems face challenges with radiometric variations and real-time processing for accurate depth extraction.
    • Existing methods struggle to maintain robustness and speed under diverse lighting conditions.

    Purpose of the Study:

    • To propose a Patchmatch-based stereo matching algorithm that is robust to radiometric changes and achieves real-time performance.
    • To enhance depth information extraction from stereoscopic images.

    Main Methods:

    • A novel cost function was designed and minimized for accurate disparity map estimation.
    • Prior probability was utilized to reduce occlusion regions.
    • A smoothness term incorporating object convexity was employed for fine disparity map generation.

    Main Results:

    • The proposed method demonstrated superior performance on Middlebury stereo datasets with radiometric changes.
    • Achieved up to 3.35% better results in terms of bad pixel error compared to state-of-the-art methods.
    • Showcased processing speeds ranging from 4.71 to 27.24 times faster.

    Conclusions:

    • The developed Patchmatch-based stereo matching scheme offers significant improvements in accuracy and speed.
    • This method is a valuable tool for computer vision applications requiring robust depth perception.