Subjective and Objective Visual Quality Assessment of Textured 3D Meshes
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Abstract (arXiv)
Objective visual quality assessment of 3D models is a fundamental issue in computer graphics. Quality assessment metrics may allow a wide range of processes to be guided and evaluated, such as level of detail creation, compression, filtering, and so on. Most computer graphics assets are composed of geometric surfaces on which several texture images can be mapped to 11 make the rendering more realistic. While some quality assessment metrics exist for geometric surfaces, almost no research has been conducted on the evaluation of texture-mapped 3D models. In this context, we present a new subjective study to evaluate the perceptual quality of textured meshes, based on a paired comparison protocol. We introduce both texture and geometry distortions on a set of 5 reference models to produce a database of 136 distorted models, evaluated using two rendering protocols. Based on analysis of the results, we propose two new metrics for visual quality assessment of textured mesh, as optimized linear combinations of accurate geometry and texture quality measurements. These proposed perceptual metrics outperform their counterparts in terms of correlation with human opinion. The database, along with the associated subjective scores, will be made publicly available online.
Key facts. Cited by 13 papers in the map (data through 7 Oct 2026). Builds on 0 of its 53 references that are in the map. First posted on arXiv 8 Feb 2021.
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Citing papers per year: 2021: 2; 2022: 3; 2023: 4; 2024: 2; 2025: 1; 2026: 1.
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- 2021No-Reference Quality Assessment for 3D Colored Point Cloud and Mesh Modelscited by 49
- 2022Confusing Image Quality Assessment: Towards Better Augmented Reality Experiencecited by 32
- 2022Evaluating Point Cloud from Moving Camera Videos: A No-Reference Metriccited by 22
- 2023GMS-3DQA: Projection-based Grid Mini-patch Sampling for 3D Model Quality Assessmentcited by 20
- 2023TSMD: A Database for Static Color Mesh Quality Assessment Studycited by 11
- 2023TDMD: A Database for Dynamic Color Mesh Subjective and Objective Quality Explorationscited by 5
- 2023GeodesicPSIM: Predicting the Quality of Static Mesh with Texture Map via Geodesic Patch Similaritycited by 4
- 2025DHQA-4D: Perceptual Quality Assessment of Dynamic 4D Digital Humancited by 3
- 2022Automatic Testing and Validation of Level of Detail Reductions Through Supervised Learningcited by 2
- 2024HybridMQA: Exploring Geometry-Texture Interactions for Colored Mesh Quality Assessmentcited by 2
- 2021Realistic face animation generation from videoscited by 1
- 2024Enhancing Content Representation for AR Image Quality Assessment Using Knowledge Distillationcited by 0
- 2026ARIQA-3DS: A Stereoscopic Image Quality Assessment Dataset for Realistic Augmented Reality3 Apr 2026
- 2025DHQA-4D: Perceptual Quality Assessment of Dynamic 4D Digital Human4 Oct 2025
- 2024Enhancing Content Representation for AR Image Quality Assessment Using Knowledge Distillation8 Dec 2024
- 2024HybridMQA: Exploring Geometry-Texture Interactions for Colored Mesh Quality Assessment2 Dec 2024
- 2023GeodesicPSIM: Predicting the Quality of Static Mesh with Texture Map via Geodesic Patch Similarity9 Aug 2023
- 2023TSMD: A Database for Static Color Mesh Quality Assessment Study3 Aug 2023
- 2023TDMD: A Database for Dynamic Color Mesh Subjective and Objective Quality Explorations3 Aug 2023
- 2023GMS-3DQA: Projection-based Grid Mini-patch Sampling for 3D Model Quality Assessment9 Jun 2023
- 2022Evaluating Point Cloud from Moving Camera Videos: A No-Reference Metric30 Aug 2022
- 2022Automatic Testing and Validation of Level of Detail Reductions Through Supervised Learning25 Aug 2022
- 2022Confusing Image Quality Assessment: Towards Better Augmented Reality Experience11 Apr 2022
- 2021No-Reference Quality Assessment for 3D Colored Point Cloud and Mesh Models5 Jul 2021
1 more
- 2021Realistic face animation generation from videos27 Mar 2021
- 2021No-Reference Quality Assessment for 3D Colored Point Cloud and Mesh Modelscited by 49
- 2022Confusing Image Quality Assessment: Towards Better Augmented Reality Experiencecited by 32
- 2022Evaluating Point Cloud from Moving Camera Videos: A No-Reference Metriccited by 22
- 2023GMS-3DQA: Projection-based Grid Mini-patch Sampling for 3D Model Quality Assessmentcited by 20
- 2023TSMD: A Database for Static Color Mesh Quality Assessment Studycited by 11
- 2023TDMD: A Database for Dynamic Color Mesh Subjective and Objective Quality Explorationscited by 5
- 2023GeodesicPSIM: Predicting the Quality of Static Mesh with Texture Map via Geodesic Patch Similaritycited by 4
- 2025DHQA-4D: Perceptual Quality Assessment of Dynamic 4D Digital Humancited by 3
- 2022Automatic Testing and Validation of Level of Detail Reductions Through Supervised Learningcited by 2
- 2024HybridMQA: Exploring Geometry-Texture Interactions for Colored Mesh Quality Assessmentcited by 2
- 2021Realistic face animation generation from videoscited by 1
- 2024Enhancing Content Representation for AR Image Quality Assessment Using Knowledge Distillationcited by 0
12 most cited of 13 All 13 (JSON)
- 2026ARIQA-3DS: A Stereoscopic Image Quality Assessment Dataset for Realistic Augmented Reality3 Apr 2026
- 2025DHQA-4D: Perceptual Quality Assessment of Dynamic 4D Digital Human4 Oct 2025
- 2024Enhancing Content Representation for AR Image Quality Assessment Using Knowledge Distillation8 Dec 2024
- 2024HybridMQA: Exploring Geometry-Texture Interactions for Colored Mesh Quality Assessment2 Dec 2024
- 2023GeodesicPSIM: Predicting the Quality of Static Mesh with Texture Map via Geodesic Patch Similarity9 Aug 2023
- 2023TSMD: A Database for Static Color Mesh Quality Assessment Study3 Aug 2023
- 2023TDMD: A Database for Dynamic Color Mesh Subjective and Objective Quality Explorations3 Aug 2023
- 2023GMS-3DQA: Projection-based Grid Mini-patch Sampling for 3D Model Quality Assessment9 Jun 2023
- 2022Evaluating Point Cloud from Moving Camera Videos: A No-Reference Metric30 Aug 2022
- 2022Automatic Testing and Validation of Level of Detail Reductions Through Supervised Learning25 Aug 2022
- 2022Confusing Image Quality Assessment: Towards Better Augmented Reality Experience11 Apr 2022
- 2021No-Reference Quality Assessment for 3D Colored Point Cloud and Mesh Models5 Jul 2021
12 newest of 13 All 13 (JSON)