# Text-guided visual synthesis on Objaverse Source: [Text-guided visual synthesis on Objaverse]() Collection index: [llms.txt]() Data updated: 2026-04-08T08:53:33.192Z Evaluation of models performing text-guided visual synthesis on the Objaverse dataset, assessed using FID, KID, CLIP score, and perceptual quality metrics. A research result applies to its stated dataset, split, metric and evaluation configuration. Compare like-for-like settings, preserve the metric's unit and direction, and distinguish paper-reported results from independent reproduction. The best result recorded here is not a claim of exhaustive, current global coverage. | Scope | Recorded value | | --- | --- | | Task | Text-guided visual synthesis | | Dataset (including any stated split) | Objaverse | | Metric | FID | | Unit | SCALAR | | Direction | Lower is better | | Results loaded | 14 of 14 | | Coverage | All results currently returned for this benchmark | Evaluation settings may differ between results. The original papers and recorded configurations are needed to establish comparability. A shared metric name alone does not establish an identical protocol. ## Metrics - [FID](): Lower is better; unit: SCALAR. - [KID](): Lower is better; unit: SCALAR. - [CLIP Score](): Higher is better; unit: SCALAR. - [Overall Quality](): Higher is better; unit: SCALAR. - [Text Fidelity](): Higher is better; unit: SCALAR. ## Recorded results | Method | FID | Result date | Report paper | | --- | --- | --- | --- | | GaussianGrow | 36.07 | Not recorded | 69d5e1067d0172140ec75a54 | | GAP | 40.39 | Not recorded | 69d5e1067d0172140ec75a54 | | SyncMVD | 40.85 | Not recorded | 69d5e1067d0172140ec75a54 | | Paint3D | 41.08 | Not recorded | 69d5e1067d0172140ec75a54 | | Text2Tex | 41.62 | Not recorded | 69d5e1067d0172140ec75a54 | | TexTure | 42.63 | Not recorded | 69d5e1067d0172140ec75a54 | | Text2Tex | 52.78 | Not recorded | 69d5e1067d0172140ec75a54 | | TexTure | 53.55 | Not recorded | 69d5e1067d0172140ec75a54 | | Paint3D | 59.49 | Not recorded | 69d5e1067d0172140ec75a54 | | SyncMVD | 60.29 | Not recorded | 69d5e1067d0172140ec75a54 | | TexTure | 60.69 | Not recorded | 69d5e1067d0172140ec75a54 | | SyncMVD | 63.85 | Not recorded | 69d5e1067d0172140ec75a54 | | Text2Tex | 64.35 | Not recorded | 69d5e1067d0172140ec75a54 | | Paint3D | 65.36 | Not recorded | 69d5e1067d0172140ec75a54 | ### GaussianGrow FID: 36.07. Result ID: 69d6177f47f34ce924bec6be. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Variant":"Standard"}. This record does not assert independent reproduction. ### GAP FID: 40.39. Result ID: 69d6177f47f34ce924bec6b5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Variant":"Standard"}. This record does not assert independent reproduction. ### SyncMVD FID: 40.85. Result ID: 69d6177f47f34ce924bec6b3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Variant":"Standard"}. This record does not assert independent reproduction. ### Paint3D FID: 41.08. Result ID: 69d6177f47f34ce924bec6b4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Variant":"Standard"}. This record does not assert independent reproduction. ### Text2Tex FID: 41.62. Result ID: 69d6177f47f34ce924bec6b2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Variant":"Standard"}. This record does not assert independent reproduction. ### TexTure FID: 42.63. Result ID: 69d6177f47f34ce924bec6b1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Variant":"Standard"}. This record does not assert independent reproduction. ### Text2Tex FID: 52.78. Result ID: 69d6177f47f34ce924bec6bb. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Variant":"CAP"}. This record does not assert independent reproduction. ### TexTure FID: 53.55. Result ID: 69d6177f47f34ce924bec6ba. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Variant":"CAP"}. This record does not assert independent reproduction. ### Paint3D FID: 59.49. Result ID: 69d6177f47f34ce924bec6bd. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Variant":"CAP"}. This record does not assert independent reproduction. ### SyncMVD FID: 60.29. Result ID: 69d6177f47f34ce924bec6b8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Variant":"BPA"}. This record does not assert independent reproduction. ### TexTure FID: 60.69. Result ID: 69d6177f47f34ce924bec6b6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Variant":"BPA"}. This record does not assert independent reproduction. ### SyncMVD FID: 63.85. Result ID: 69d6177f47f34ce924bec6bc. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Variant":"CAP"}. This record does not assert independent reproduction. ### Text2Tex FID: 64.35. Result ID: 69d6177f47f34ce924bec6b7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Variant":"BPA"}. This record does not assert independent reproduction. ### Paint3D FID: 65.36. Result ID: 69d6177f47f34ce924bec6b9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Variant":"BPA"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.