ReVersion: Diffusion-Based Relation Inversion from Images

ReVersion "Michael Jackson <R> wall" "cat <R> canvas" "Spiderman <R> wall" "hamburger <R> vase" "cat <R> building" exemplar images <R> ReVersion "cat <R> cat" "panda <R> panda" "otter <R> otter" "rabbit <R> child" "Batman <R> Batman" exemplar images <R> ReVersion "Spiderman <R> basket" "hamster <R> paper bag" "sea <R> cup" "panda <R> pot" "rabbit <R> cup"Fig. 1.We propose a new task, Relation Inversion: Given a few exemplar images, where a relation co-exists in every image, we aim to find a relation prompt R to capture this interaction, and apply the relation to new entities to synthesize new scenes.The above images are generated by our ReVersion Framework.

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Publication Details

Published
2024-12-03
DOI
https://doi.org/10.1145/3680528.3687658
Citations
22
Primary Topic
Multimodal Machine Learning Applications
Type
article
Field-Weighted Citation Impact
5.48

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article

ReVersion: Diffusion-Based Relation Inversion from Images

Kelvin C. K. Chan, Yuming Jiang, Ziwei Liu, Ziqi Huang et al.
22 citations
Multimodal Machine Learning Applications
5.48
article

ReVersion: Diffusion-Based Relation Inversion from Images

Kelvin C. K. Chan, Yuming Jiang, Ziwei Liu, Ziqi Huang, Tianxing Wu
article en
22 citations

Abstract

ReVersion "Michael Jackson <R> wall" "cat <R> canvas" "Spiderman <R> wall" "hamburger <R> vase" "cat <R> building" exemplar images <R> ReVersion "cat <R> cat" "panda <R> panda" "otter <R> otter" "rabbit <R> child" "Batman <R> Batman" exemplar images <R> ReVersion "Spiderman <R> basket" "hamster <R> paper bag" "sea <R> cup" "panda <R> pot" "rabbit <R> cup"Fig. 1.We propose a new task, Relation Inversion: Given a few exemplar images, where a relation co-exists in every image, we aim to find a relation prompt R to capture this interaction, and apply the relation to new entities to synthesize new scenes.The above images are generated by our ReVersion Framework.

Nanyang Technological University (SG)
Ministry of Education - Singapore, Ministry of Education, India, Bộ Giáo dục và Ðào tạo
Openalex Percentile: Top 3%
Multimodal Machine Learning Applications
5.48
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