{"url":"/method/teacher-tutor-student-knowledge-distillation","slug":"teacher-tutor-student-knowledge-distillation","name":"Teacher-Tutor-Student Knowledge Distillation","full_name":"Teacher-Tutor-Student Knowledge Distillation","full_name_withheld":false,"description_markdown":"**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.","description_state":"present","introduced_year":null,"introduced_by":{"title":"Parser-Free Virtual Try-on via Distilling Appearance Flows","paper":"/paper/parser-free-virtual-try-on-via-distilling","first_author":"Yuying Ge","n_authors":6,"url_abs":null,"archive_paper_url":"https://paperswithcode.com/paper/parser-free-virtual-try-on-via-distilling"},"source":{"url":"https://arxiv.org/abs/2103.04559v2","title":"Parser-Free Virtual Try-on via Distilling Appearance Flows","url_on_a_paper_host":true},"code_snippet_url":null,"code_snippet_url_on_a_code_host":false,"categories":[{"area":"General","area_id":"general","collection":"Knowledge Distillation","url":"/methods/category/knowledge-distillation","pwc_aliases":[]}],"n_papers_tagged":4,"archive_num_papers":4,"papers_newest_first":[{"paper":"/paper/a-deep-knowledge-distillation-framework-for","title":"A Deep Knowledge Distillation framework for EEG assisted enhancement of single-lead ECG based sleep staging","date":"2021-12-14","arxiv_id":"2112.07252","n_code_links":1,"syntology":null},{"paper":"/paper/distilling-audio-visual-knowledge-by","title":"Distilling Audio-Visual Knowledge by Compositional Contrastive Learning","date":"2021-04-22","arxiv_id":"2104.10955","n_code_links":1,"syntology":{"ran":0,"of":1,"unverified":1,"pointer_only":0}},{"paper":"/paper/parser-free-virtual-try-on-via-distilling","title":"Parser-Free Virtual Try-on via Distilling Appearance Flows","date":"2021-03-08","arxiv_id":"2103.04559","n_code_links":2,"syntology":null},{"paper":"/paper/self-supervised-driven-consistency-training","title":"Self-supervised driven consistency training for annotation efficient histopathology image analysis","date":"2021-02-07","arxiv_id":"2102.03897","n_code_links":2,"syntology":null}],"papers_shown":4,"tasks":[{"task":"/task/knowledge-distillation","name":"Knowledge Distillation","papers":3},{"task":"/task/representation-learning","name":"Representation Learning","papers":2},{"task":"/task/audio-tagging","name":"Audio Tagging","papers":1},{"task":"/task/contrastive-learning","name":"Contrastive Learning","papers":1},{"task":"/task/ecg-based-sleep-staging","name":"ECG based Sleep Staging","papers":1},{"task":"/task/eeg-1","name":"EEG","papers":1},{"task":"/task/eeg-based-sleep-staging","name":"EEG based sleep staging","papers":1},{"task":"/task/eeg","name":"Electroencephalogram (EEG)","papers":1},{"task":"/task/histopathological-image-classification","name":"Histopathological Image Classification","papers":1},{"task":"/task/human-parsing","name":"Human Parsing","papers":1},{"task":"/task/multimodal-activity-recognition","name":"Multimodal Activity Recognition","papers":1},{"task":"/task/multimodal-deep-learning","name":"Multimodal Deep Learning","papers":1},{"task":"/task/self-supervised-learning","name":"Self-Supervised Learning","papers":1},{"task":"/task/sleep-stage-detection","name":"Sleep Stage Detection","papers":1},{"task":"/task/sleep-staging","name":"Sleep Staging","papers":1},{"task":"/task/virtual-try-on","name":"Virtual Try-on","papers":1},{"task":"/task/w-r-l-d-sleep-staging","name":"W-R-L-D Sleep Staging","papers":1},{"task":"/task/w-r-n-sleep-staging","name":"W-R-N Sleep Staging","papers":1},{"task":"/task/audio-visual-learning","name":"audio-visual learning","papers":1}],"tasks_shown":19,"n_tasks":19,"usage_by_year":[{"year":"2021","papers":4}],"row_source":"methods_table","archive":{"source":"pwc-archive (Hugging Face), CC BY-SA 4.0","snapshot":"2025-07-28","archive_url":"https://paperswithcode.com/method/teacher-tutor-student-knowledge-distillation"},"syntology_read_at":"2026-09-24T18:15:14+00:00"}