Jove
Visualize
Contact Us
JoVE
x logofacebook logolinkedin logoyoutube logo
ABOUT JoVE
OverviewLeadershipBlogJoVE Help Center
AUTHORS
Publishing ProcessEditorial BoardScope & PoliciesPeer ReviewFAQSubmit
LIBRARIANS
TestimonialsSubscriptionsAccessResourcesLibrary Advisory BoardFAQ
RESEARCH
JoVE JournalMethods CollectionsJoVE Encyclopedia of ExperimentsArchive
EDUCATION
JoVE CoreJoVE BusinessJoVE Science EducationJoVE Lab ManualFaculty Resource CenterFaculty Site
Terms & Conditions of Use
Privacy Policy
Policies

Related Concept Videos

Fischer Projections02:18

Fischer Projections

17.7K
Learning to draw Fischer projections of molecules and understanding their relevance plays a crucial role in the visual depiction of organic molecules. A Fischer projection is a two-dimensional projection on a planar surface to simplify the three-dimensional wedge–dash representation of molecules. This is especially helpful in the case of molecules with multiple chiral centers that can be difficult to draw. Here, all the bonds of interest are represented as horizontal or vertical lines. While...
17.7K
Prismatic Beams: Problem Solving01:15

Prismatic Beams: Problem Solving

524
In the design of a supported timber beam subjected to a distributed load, both the beam's physical dimensions and the timber's characteristics, such as its grade and species, are critical. These factors determine the allowable stress values, which are crucial for calculating the necessary beam depth to ensure structural integrity and safety.
The design begins with analyzing the beam as a free body to identify moments and force balances, thereby determining support reactions. Next, the...
524
Blinding01:11

Blinding

4.1K
Blinding is a commonly used method of not telling participants which treatment a subject is receiving. Blinding is a critical part of a randomized control trial or RCT. It reduces the bias that affects the results. In an RCT, blinding is used in the form of a placebo. A placebo effect occurs when untreated subjects falsely believe they have received the treatment and report improved symptoms. A placebo or a dummy treatment is administered to subjects to negate the bias caused by such an effect.
4.1K
Impression Management Techniques IV: Altercasting01:14

Impression Management Techniques IV: Altercasting

238
Altercasting is a strategic communication technique in which an individual imposes a specific identity or social role onto another person to influence their behavior and shape the interaction. By presuming a role—such as “responsible leader” or “patient person”—altercasting encourages the target to conform to that identity, often aligning their behavior with the expectations associated with the role. The power of this tactic lies in its subtlety; once a role...
238

You might also read

Related Articles

Articles linked to this work by shared authors, journal, and citation graph.

Sort by
Same author

Quality, reliability, and engagement of COPD-related videos on Chinese short-form video platforms: a cross-sectional content analysis.

Scientific reports·2026
Same author

Learning to Super-Resolve Face Images via Dual-Domain Multi-scale Feature Interaction.

IEEE transactions on image processing : a publication of the IEEE Signal Processing Society·2026
Same author

Evaluating the accuracy of sex estimation from human tooth volume: leveraging automated AI segmentation and comparative analysis of machine learning algorithms.

Head & face medicine·2026
Same author

Fatigue Failure Mechanism and Crack Growth Behavior of Ti-6Al-4V ELI Titanium Alloy Welded Joints.

Materials (Basel, Switzerland)·2026
Same author

A Fully Bio-Based Elastomer with Ultrahigh Lignin Content and Performance Rivaling Nitrile Rubber.

Advanced materials (Deerfield Beach, Fla.)·2026
Same author

Nerve Growth Factor: A Multifaceted Regulator of Pain, Inflammation, and Tissue Remodeling in Bone and Joint Disorders.

Cell biochemistry and function·2026
Same journal

Relation DETR+: Exploring Explicit Position Relation Prior for Dense Prediction.

IEEE transactions on pattern analysis and machine intelligence·2026
Same journal

RBF++: Quantifying and Optimizing Reasoning Boundaries across Measurable and Unmeasurable Capabilities for Chain-of-Thought Reasoning.

IEEE transactions on pattern analysis and machine intelligence·2026
Same journal

CAFE: Cross-View Adaptive Fusion and Cluster Center Enhancement for Robust Multi-View Clustering.

IEEE transactions on pattern analysis and machine intelligence·2026
Same journal

DIVER: Reinforced Diffusion Breaks Imitation Bottlenecks in End-to-End Autonomous Driving.

IEEE transactions on pattern analysis and machine intelligence·2026
Same journal

Ethics-Aware Safe Reinforcement Learning for Rare-Event Risk Control in Interactive Urban Driving.

IEEE transactions on pattern analysis and machine intelligence·2026
Same journal

Learning Shape Anchors for Holistic Indoor Scene Understanding.

IEEE transactions on pattern analysis and machine intelligence·2026
See all related articles

Related Experiment Video

Updated: Mar 27, 2026

Integrating Visual Psychophysical Assays within a Y-Maze to Isolate the Role that Visual Features Play in Navigational Decisions
07:09

Integrating Visual Psychophysical Assays within a Y-Maze to Isolate the Role that Visual Features Play in Navigational Decisions

Published on: May 2, 2019

6.6K

Understanding the Effects of Projectors in Knowledge Distillation.

Yudong Chen, Sen Wang, Jiajun Liu

    IEEE Transactions on Pattern Analysis and Machine Intelligence
    |March 24, 2026
    PubMed
    Summary
    This summary is machine-generated.

    Projectors enhance knowledge distillation by improving accuracy trade-offs and feature similarity, even when dimensions match. A projector ensemble method further boosts performance and model calibration.

    More Related Videos

    High-resolution Patterned Biofilm Deposition Using pDawn-Ag43
    07:47

    High-resolution Patterned Biofilm Deposition Using pDawn-Ag43

    Published on: October 23, 2018

    9.8K
    Two-photon Calcium Imaging in Mice Navigating a Virtual Reality Environment
    08:12

    Two-photon Calcium Imaging in Mice Navigating a Virtual Reality Environment

    Published on: February 20, 2014

    32.4K

    Related Experiment Videos

    Last Updated: Mar 27, 2026

    Integrating Visual Psychophysical Assays within a Y-Maze to Isolate the Role that Visual Features Play in Navigational Decisions
    07:09

    Integrating Visual Psychophysical Assays within a Y-Maze to Isolate the Role that Visual Features Play in Navigational Decisions

    Published on: May 2, 2019

    6.6K
    High-resolution Patterned Biofilm Deposition Using pDawn-Ag43
    07:47

    High-resolution Patterned Biofilm Deposition Using pDawn-Ag43

    Published on: October 23, 2018

    9.8K
    Two-photon Calcium Imaging in Mice Navigating a Virtual Reality Environment
    08:12

    Two-photon Calcium Imaging in Mice Navigating a Virtual Reality Environment

    Published on: February 20, 2014

    32.4K

    Area of Science:

    • Artificial Intelligence
    • Machine Learning
    • Deep Learning

    Background:

    • Knowledge distillation typically uses projectors for feature transformation due to dimension mismatches.
    • The role of projectors in knowledge distillation, even without dimension mismatch, is not well understood.

    Purpose of the Study:

    • Investigate the overlooked implicit role of projectors in knowledge distillation.
    • Propose a novel projector ensemble-based feature distillation method.

    Main Methods:

    • Empirical study analyzing projector effects on student network accuracy, feature similarity (using Centered Kernel Alignment - CKA), and over-confidence.
    • Development and evaluation of a projector ensemble-based feature distillation strategy.

    Main Results:

    • Projectors improve the accuracy trade-off and preserve teacher similarity beyond numeric resemblance.
    • Projectors help prevent student models from becoming over-confident.
    • The proposed projector ensemble method demonstrates superior classification performance and improved feature quality (verified by CKA and model calibration).

    Conclusions:

    • Projectors play a crucial, often overlooked, role in enhancing knowledge distillation performance and student model characteristics.
    • The projector ensemble approach offers a simple yet effective strategy for improving feature distillation and model calibration.