Domain Intersection and Domain Difference
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Abstract (arXiv)
We present a method for recovering the shared content between two visual domains as well as the content that is unique to each domain. This allows us to map from one domain to the other, in a way in which the content that is specific for the first domain is removed and the content that is specific for the second is imported from any image in the second domain. In addition, our method enables generation of images from the intersection of the two domains as well as their union, despite having no such samples during training. The method is shown analytically to contain all the sufficient and necessary constraints. It also outperforms the literature methods in an extensive set of experiments. Our code is available at https://github.com/sagiebenaim/DomainIntersectionDifference.
Key facts. Cited by 17 papers in the map (data through 13 Oct 2026). First posted on arXiv 30 Aug 2019.
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Citing papers per year: 2021: 5; 2022: 3; 2023: 2; 2024: 2; 2025: 1; 2026: 4.
17 papers.
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- 2021Image-to-image Translation via Hierarchical Style Disentanglementcited by 63
- 2021Image2Point: 3D Point-Cloud Understanding with 2D Image Pretrained Modelscited by 41
- 2023Survey on Unsupervised Domain Adaptation for Semantic Segmentation for Visual Perception in Automated Drivingcited by 29
- 2021Representation Disentanglement for Multi-modal brain MR Analysiscited by 22
- 2022Contrastive Semi-supervised Learning for Domain Adaptive Segmentation Across Similar Anatomical Structurescited by 18
- 2024Double InfoGAN for Contrastive Analysiscited by 7
- 2025GAITGen: Disentangled Motion-Pathology Impaired Gait Generative Model -- Bringing Motion Generation to the Clinical Domaincited by 7
- 2021JOKR: Joint Keypoint Representation for Unsupervised Cross-Domain Motion Retargetingcited by 3
- 2023Language-free Compositional Action Generation via Decoupling Refinementcited by 2
- 2021Disentangled Unsupervised Image Translation via Restricted Information Flowcited by 1
- 2022Semantic-guided Disentangled Representation for Unsupervised Cross-modality Medical Image Segmentationcited by 1
- 2024Multi-view X-ray Image Synthesis with Multiple Domain Disentanglement from CT Scanscited by 1
5 more
- 2026Content-Style Identification via Differential Independencecited by 1
- 2026Diff-CA: Separating Common and Salient Factors with Diffusion Modelscited by 1
- 2022On Disentangled and Locally Fair Representationscited by 0
- 2026Modality-Aware and Anatomical Vector-Quantized Autoencoding for Multimodal Brain MRIcited by 0
- 2026Counterfactual Contrastive Analysiscited by 0
- 2026Counterfactual Contrastive Analysis19 Aug 2026
- 2026Diff-CA: Separating Common and Salient Factors with Diffusion Models4 Jun 2026
- 2026Content-Style Identification via Differential Independence18 May 2026
- 2026Modality-Aware and Anatomical Vector-Quantized Autoencoding for Multimodal Brain MRI6 Apr 2026
- 2025GAITGen: Disentangled Motion-Pathology Impaired Gait Generative Model -- Bringing Motion Generation to the Clinical Domain28 Mar 2025
- 2024Multi-view X-ray Image Synthesis with Multiple Domain Disentanglement from CT Scans18 Apr 2024
- 2024Double InfoGAN for Contrastive Analysis31 Jan 2024
- 2023Language-free Compositional Action Generation via Decoupling Refinement7 Jul 2023
- 2023Survey on Unsupervised Domain Adaptation for Semantic Segmentation for Visual Perception in Automated Driving24 Apr 2023
- 2022Contrastive Semi-supervised Learning for Domain Adaptive Segmentation Across Similar Anatomical Structures18 Aug 2022
- 2022On Disentangled and Locally Fair Representations5 May 2022
- 2022Semantic-guided Disentangled Representation for Unsupervised Cross-modality Medical Image Segmentation26 Mar 2022
5 more
- 2021Disentangled Unsupervised Image Translation via Restricted Information Flow26 Nov 2021
- 2021JOKR: Joint Keypoint Representation for Unsupervised Cross-Domain Motion Retargeting17 Jun 2021
- 2021Image2Point: 3D Point-Cloud Understanding with 2D Image Pretrained Models8 Jun 2021
- 2021Image-to-image Translation via Hierarchical Style Disentanglement2 Mar 2021
- 2021Representation Disentanglement for Multi-modal brain MR Analysis23 Feb 2021
- 2021Image-to-image Translation via Hierarchical Style Disentanglementcited by 63
- 2021Image2Point: 3D Point-Cloud Understanding with 2D Image Pretrained Modelscited by 41
- 2023Survey on Unsupervised Domain Adaptation for Semantic Segmentation for Visual Perception in Automated Drivingcited by 29
- 2021Representation Disentanglement for Multi-modal brain MR Analysiscited by 22
- 2022Contrastive Semi-supervised Learning for Domain Adaptive Segmentation Across Similar Anatomical Structurescited by 18
- 2024Double InfoGAN for Contrastive Analysiscited by 7
- 2025GAITGen: Disentangled Motion-Pathology Impaired Gait Generative Model -- Bringing Motion Generation to the Clinical Domaincited by 7
- 2021JOKR: Joint Keypoint Representation for Unsupervised Cross-Domain Motion Retargetingcited by 3
- 2023Language-free Compositional Action Generation via Decoupling Refinementcited by 2
- 2021Disentangled Unsupervised Image Translation via Restricted Information Flowcited by 1
- 2022Semantic-guided Disentangled Representation for Unsupervised Cross-modality Medical Image Segmentationcited by 1
- 2024Multi-view X-ray Image Synthesis with Multiple Domain Disentanglement from CT Scanscited by 1
12 most cited of 16 All 16 (JSON)
- 2026Counterfactual Contrastive Analysis19 Aug 2026
- 2026Content-Style Identification via Differential Independence18 May 2026
- 2026Modality-Aware and Anatomical Vector-Quantized Autoencoding for Multimodal Brain MRI6 Apr 2026
- 2025GAITGen: Disentangled Motion-Pathology Impaired Gait Generative Model -- Bringing Motion Generation to the Clinical Domain28 Mar 2025
- 2024Multi-view X-ray Image Synthesis with Multiple Domain Disentanglement from CT Scans18 Apr 2024
- 2024Double InfoGAN for Contrastive Analysis31 Jan 2024
- 2023Language-free Compositional Action Generation via Decoupling Refinement7 Jul 2023
- 2023Survey on Unsupervised Domain Adaptation for Semantic Segmentation for Visual Perception in Automated Driving24 Apr 2023
- 2022Contrastive Semi-supervised Learning for Domain Adaptive Segmentation Across Similar Anatomical Structures18 Aug 2022
- 2022On Disentangled and Locally Fair Representations5 May 2022
- 2022Semantic-guided Disentangled Representation for Unsupervised Cross-modality Medical Image Segmentation26 Mar 2022
- 2021Disentangled Unsupervised Image Translation via Restricted Information Flow26 Nov 2021
12 newest of 16 All 16 (JSON)