Methods › General › Knowledge Distillation › Teacher-Tutor-Student Knowledge Distillation

Teacher-Tutor-Student Knowledge Distillation

4 papers tagged archive 2025-07-28

Introduced by Yuying Ge et al. in Parser-Free Virtual Try-on via Distilling Appearance Flows

archive 2025-07-28 Description, source and code snippet are the archive's method entry.

Teacher-Tutor-Student Knowledge Distillation is a method for image virtual try-on models. It treats fake images produced by the parser-based method as "tutor knowledge", where the artifacts can be corrected by real "teacher knowledge", which is extracted from the real person images in a self-supervised way. Other than using real images as supervisions, knowledge distillation is formulated in the try-on problem as distilling the appearance flows between the person image and the garment image, enabling the finding of dense correspondences between them to produce high-quality results.

Paper Source

Papers archive 2025-07-28

4 shown of 4, newest first. Repository counts are the archive's code-links table. A Syntology line states what Syntology ran from that paper's harvested code; it is per sample and not a correctness claim.

A Deep Knowledge Distillation framework for EEG assisted enhancement of single-lead ECG based sleep staging
14 Dec 2021 · 1 repository · arXiv:2112.07252
Distilling Audio-Visual Knowledge by Compositional Contrastive Learning
22 Apr 2021 · 1 repository · arXiv:2104.10955

Syntology ran 0 of 1 samples · 1 unverified
Parser-Free Virtual Try-on via Distilling Appearance Flows
8 Mar 2021 · 2 repositories · arXiv:2103.04559
Self-supervised driven consistency training for annotation efficient histopathology image analysis
7 Feb 2021 · 2 repositories · arXiv:2102.03897

Tasks archive 2025-07-28

19 tasks the archive attaches to papers tagged with this method, by distinct papers. A task without a page in the catalog is plain text.

Task	Papers
Knowledge Distillation	3
Representation Learning	2
Audio Tagging	1
Contrastive Learning	1
ECG based Sleep Staging	1
EEG	1
EEG based sleep staging	1
Electroencephalogram (EEG)	1
Histopathological Image Classification	1
Human Parsing	1
Multimodal Activity Recognition	1
Multimodal Deep Learning	1
Self-Supervised Learning	1
Sleep Stage Detection	1
Sleep Staging	1
Virtual Try-on	1
W-R-L-D Sleep Staging	1
W-R-N Sleep Staging	1
audio-visual learning	1

Usage over time archive 2025-07-28

Papers per year the archive tags with this method, by the paper's archive date (4 dated). Bars are counts, not a trend claim.

Components: the archive holds no method-to-method composition, so PwC's Components table cannot be rebuilt; the Papers list carries no Results column for the same reason (the archive does not join its leaderboard rows to method tags).

Categories archive 2025-07-28

Knowledge Distillation

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