ClothingTwin: Reconstructing Inner and Outer Layers of Clothing Using 3D Gaussian Splatting
We introduce ClothingTwin, a novel end‐to‐end framework for reconstructing 3D digital twins of clothing that capture both the outer and inner fabric —without the need for manual mannequin removal. Traditional 2D “ghost mannequin” photography techniques remove the mannequin and composite partial inne...
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| Vydáno v: | Computer graphics forum Ročník 44; číslo 7 |
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Blackwell Publishing Ltd
01.10.2025
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| ISSN: | 0167-7055, 1467-8659 |
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| Abstract | We introduce ClothingTwin, a novel end‐to‐end framework for reconstructing 3D digital twins of clothing that capture both the outer and inner fabric —without the need for manual mannequin removal. Traditional 2D “ghost mannequin” photography techniques remove the mannequin and composite partial inner textures to create images in which the garment appears as if it were worn by a transparent model. However, extending such method to photorealistic 3D Gaussian Splatting (3DGS) is far more challenging. Achieving consistent inner‐layer compositing across the large sets of images used for 3DGS optimization quickly becomes impractical if done manually. To address these issues, ClothingTwin introduces three key innovations. First, a specialized image acquisition protocol captures two sets of images for each garment: one worn normally on the mannequin (outer layer exposed) and one worn inside‐out (inner layer exposed). This eliminates the need to painstakingly edit out mannequins in thousands of images and provides full coverage of all fabric surfaces. Second, we employ a mesh‐guided 3DGS reconstruction for each layer and leverage Non‐Rigid Iterative Closest Point (ICP) to align outer and inner point‐clouds despite distinct geometries. Third, our enhanced rendering pipeline—featuring mesh‐guided back‐face culling, back‐to‐front alpha blending, and recalculated spherical harmonic angles—ensures photorealistic visualization of the combined outer and inner layers without inter‐layer artifacts. Experimental evaluations on various garments show that ClothingTwin outperforms conventional 3DGS‐based methods, and our ablation study validates the effectiveness of each proposed component. |
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| AbstractList | We introduce ClothingTwin, a novel end‐to‐end framework for reconstructing 3D digital twins of clothing that capture both the outer and inner fabric —without the need for manual mannequin removal. Traditional 2D “ghost mannequin” photography techniques remove the mannequin and composite partial inner textures to create images in which the garment appears as if it were worn by a transparent model. However, extending such method to photorealistic 3D Gaussian Splatting (3DGS) is far more challenging. Achieving consistent inner‐layer compositing across the large sets of images used for 3DGS optimization quickly becomes impractical if done manually. To address these issues, ClothingTwin introduces three key innovations. First, a specialized image acquisition protocol captures two sets of images for each garment: one worn normally on the mannequin (outer layer exposed) and one worn inside‐out (inner layer exposed). This eliminates the need to painstakingly edit out mannequins in thousands of images and provides full coverage of all fabric surfaces. Second, we employ a mesh‐guided 3DGS reconstruction for each layer and leverage Non‐Rigid Iterative Closest Point (ICP) to align outer and inner point‐clouds despite distinct geometries. Third, our enhanced rendering pipeline—featuring mesh‐guided back‐face culling, back‐to‐front alpha blending, and recalculated spherical harmonic angles—ensures photorealistic visualization of the combined outer and inner layers without inter‐layer artifacts. Experimental evaluations on various garments show that ClothingTwin outperforms conventional 3DGS‐based methods, and our ablation study validates the effectiveness of each proposed component. |
| Author | Lee, In‐Kwon Lee, Dohae Jung, Munkyung |
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| Cites_doi | 10.1117/12.57955 10.1145/800031.808606 10.1109/CVPR52733.2024.01919 10.1109/MC.2012.111 10.1145/3528223.3530127 10.1145/3503250 10.1109/CVPR52733.2024.01920 10.1109/CVPR52733.2024.00159 10.1109/CVPR52729.2023.02021 10.1145/3596711.3596800 10.1109/MRA.2006.1638022 10.1145/237170.237196 10.1109/CVPR.2016.445 10.1145/3592433 10.7551/mitpress/3877.001.0001 10.1109/ICCV48922.2021.00580 10.1109/CVPR52688.2022.00542 10.1109/CVPR52733.2024.00512 10.1109/CVPR52729.2023.00450 10.1109/CVPR.2016.595 10.1007/978-3-319-38756-7_4 10.1145/3130800.3130813 10.1145/3687756 10.1145/3596711.3596759 10.1162/pres.1997.6.6.603 10.1109/3DV66043.2025.00102 10.1145/3588028.3603652 10.1145/3596711.3596760 10.1080/10867651.2000.10487517 10.1109/ICCV51070.2023.00305 10.1109/ISMAR62088.2024.00021 10.1023/A:1008176507526 10.1109/CVPR52733.2024.01839 |
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| References | 2023; 42 2021; 65 1992; 1611 2023 2000; 5 2022 2006; 13 2017; 36 2021 1999; 35 2007 1996 2017 1984 2016 2024; 43 2022; 41 2007; 4 2025 2024 1997; 6 2012; 45 1979 e_1_2_8_27_2 e_1_2_8_29_2 e_1_2_8_23_2 e_1_2_8_24_2 e_1_2_8_25_2 e_1_2_8_26_2 e_1_2_8_9_2 e_1_2_8_2_2 e_1_2_8_4_2 e_1_2_8_6_2 e_1_2_8_5_2 e_1_2_8_8_2 e_1_2_8_20_2 e_1_2_8_21_2 e_1_2_8_22_2 e_1_2_8_16_2 e_1_2_8_39_2 e_1_2_8_17_2 e_1_2_8_38_2 e_1_2_8_18_2 e_1_2_8_19_2 e_1_2_8_12_2 e_1_2_8_35_2 e_1_2_8_13_2 e_1_2_8_34_2 e_1_2_8_14_2 e_1_2_8_37_2 e_1_2_8_15_2 e_1_2_8_36_2 Chen A. (e_1_2_8_7_2) 2022 e_1_2_8_31_2 e_1_2_8_30_2 e_1_2_8_10_2 e_1_2_8_33_2 e_1_2_8_11_2 e_1_2_8_32_2 Sorkine O. (e_1_2_8_28_2) 2007; 4 Amberg B. (e_1_2_8_3_2) 2007 |
| References_xml | – volume: 42 start-page: 139 issue: 4 year: 2023 end-page: 1 article-title: 3d gaussian splatting for real-time radiance field rendering publication-title: ACM Trans. Graph. – start-page: 851 year: 2023 end-page: 866 – start-page: 21098 year: 2023 end-page: 21107 – start-page: 1 year: 2007 end-page: 8 article-title: Optimal step non-rigid icp algorithms for surface registration – start-page: 5515 year: 2016 end-page: 5524 – volume: 4 start-page: 109 year: 2007 end-page: 116 publication-title: Symposium on Geometry processing – volume: 36 start-page: 194 issue: 6 year: 2017 end-page: 1 article-title: Learning a model of facial shape and expression from 4d scans publication-title: ACM Trans. Graph. – start-page: 4104 year: 2016 end-page: 4113 – year: 2024 – start-page: 19447 year: 2024 end-page: 19456 – start-page: 253 year: 1984 end-page: 259 – start-page: 71 year: 2024 end-page: 80 article-title: Is 3dgs useful?: Comparing the effectiveness of recent reconstruction methods in vr – year: 1979 – volume: 65 start-page: 99 issue: 1 year: 2021 end-page: 106 article-title: Nerf: Representing scenes as neural radiance fields for view synthesis publication-title: Communications of the ACM – start-page: 453 year: 2023 end-page: 464 – start-page: 333 year: 2022 end-page: 350 article-title: Tensorf: Tensorial radiance fields – volume: 13 start-page: 99 issue: 2 year: 2006 end-page: 110 article-title: Simultaneous localization and mapping: part i publication-title: IEEE robotics & automation magazine – start-page: 5354 year: 2024 end-page: 5363 – volume: 35 start-page: 151 year: 1999 end-page: 173 article-title: Photorealistic scene reconstruction by voxel coloring publication-title: International journal of computer vision – start-page: 4637 year: 2023 end-page: 4646 – start-page: 20299 year: 2024 end-page: 20309 – start-page: 20310 year: 2024 end-page: 20320 – volume: 45 start-page: 56 issue: 7 year: 2012 end-page: 63 article-title: Augmented reality in the classroom publication-title: Computer – year: 2025 – volume: 6 start-page: 603 issue: 6 year: 1997 end-page: 616 article-title: A framework for immersive virtual environments (five): Speculations on the role of presence in virtual environments publication-title: Presence: Teleoperators and virtual environments – start-page: 1 year: 2023 end-page: 2 – volume: 5 start-page: 9 issue: 1 year: 2000 end-page: 22 article-title: Optimized view frustum culling algorithms for bounding boxes publication-title: Journal of graphics tools – volume: 43 start-page: 1 issue: 6 year: 2024 end-page: 17 article-title: Real-time large-scale deformation of gaussian splatting publication-title: ACM Transactions on Graphics (TOG) – start-page: 5855 year: 2021 end-page: 5864 – start-page: 3295 year: 2023 end-page: 3306 – start-page: 21 year: 1996 end-page: 30 – volume: 41 start-page: 1 issue: 4 year: 2022 end-page: 15 article-title: Instant neural graphics primitives with a multiresolution hash encoding publication-title: ACM Transactions on Graphics (TOG) – start-page: 5501 year: 2022 end-page: 5510 – start-page: 441 year: 2023 end-page: 452 – start-page: 1606 year: 2024 end-page: 1616 – volume: 1611 start-page: 586 year: 1992 end-page: 606 publication-title: Sensor fusion IV: control paradigms and data structures – start-page: 85 year: 2017 end-page: 113 – ident: e_1_2_8_5_2 doi: 10.1117/12.57955 – ident: e_1_2_8_23_2 doi: 10.1145/800031.808606 – ident: e_1_2_8_25_2 doi: 10.1109/CVPR52733.2024.01919 – ident: e_1_2_8_35_2 – ident: e_1_2_8_4_2 doi: 10.1109/MC.2012.111 – ident: e_1_2_8_21_2 doi: 10.1145/3528223.3530127 – ident: e_1_2_8_22_2 doi: 10.1145/3503250 – ident: e_1_2_8_37_2 doi: 10.1109/CVPR52733.2024.01920 – ident: e_1_2_8_33_2 doi: 10.1109/CVPR52733.2024.00159 – ident: e_1_2_8_38_2 doi: 10.1109/CVPR52729.2023.02021 – ident: e_1_2_8_20_2 doi: 10.1145/3596711.3596800 – ident: e_1_2_8_8_2 doi: 10.1109/MRA.2006.1638022 – ident: e_1_2_8_29_2 doi: 10.1145/237170.237196 – ident: e_1_2_8_31_2 doi: 10.1109/CVPR.2016.445 – ident: e_1_2_8_16_2 doi: 10.1145/3592433 – ident: e_1_2_8_34_2 doi: 10.7551/mitpress/3877.001.0001 – volume: 4 start-page: 109 year: 2007 ident: e_1_2_8_28_2 publication-title: Symposium on Geometry processing – ident: e_1_2_8_6_2 doi: 10.1109/ICCV48922.2021.00580 – start-page: 333 volume-title: European conference on computer vision year: 2022 ident: e_1_2_8_7_2 – ident: e_1_2_8_9_2 doi: 10.1109/CVPR52688.2022.00542 – ident: e_1_2_8_13_2 doi: 10.1109/CVPR52733.2024.00512 – ident: e_1_2_8_24_2 doi: 10.1109/CVPR52729.2023.00450 – ident: e_1_2_8_10_2 doi: 10.1109/CVPR.2016.595 – ident: e_1_2_8_14_2 doi: 10.1007/978-3-319-38756-7_4 – ident: e_1_2_8_18_2 doi: 10.1145/3130800.3130813 – ident: e_1_2_8_11_2 – ident: e_1_2_8_15_2 doi: 10.1145/3687756 – ident: e_1_2_8_19_2 doi: 10.1145/3596711.3596759 – ident: e_1_2_8_32_2 doi: 10.1162/pres.1997.6.6.603 – ident: e_1_2_8_26_2 doi: 10.1109/3DV66043.2025.00102 – ident: e_1_2_8_27_2 doi: 10.1145/3588028.3603652 – ident: e_1_2_8_12_2 doi: 10.1145/3596711.3596760 – ident: e_1_2_8_2_2 doi: 10.1080/10867651.2000.10487517 – ident: e_1_2_8_36_2 doi: 10.1109/ICCV51070.2023.00305 – ident: e_1_2_8_17_2 doi: 10.1109/ISMAR62088.2024.00021 – ident: e_1_2_8_30_2 doi: 10.1023/A:1008176507526 – start-page: 1 volume-title: 2007 IEEE conference on computer vision and pattern recognition year: 2007 ident: e_1_2_8_3_2 – ident: e_1_2_8_39_2 doi: 10.1109/CVPR52733.2024.01839 |
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| SubjectTerms | 3D imaging Ablation CCS Concepts Computing methodologies → Image‐based rendering Digital twins Garments Image acquisition Image reconstruction Mannequins Shape modeling Spherical harmonics |
| Title | ClothingTwin: Reconstructing Inner and Outer Layers of Clothing Using 3D Gaussian Splatting |
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