# Text-to-Image Generation on ImageNet (Density, Coverage, VS, ClipScore, SPP) Source: [Text-to-Image Generation on ImageNet (Density, Coverage, VS, ClipScore, SPP)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:40:43.335Z Evaluation of Text-to-Image generation models using the standard ImageNet dataset, assessed using a specific suite of metrics including Density, Coverage, VS, ClipScore, and SPP. 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-to-Image Generation | | Dataset (including any stated split) | ImageNet | | Metric | Density | | Unit | SCALAR | | Direction | Higher is better | | Results loaded | 12 of 12 | | 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 - [Density](): Higher is better; unit: SCALAR. - [Coverage](): Higher is better; unit: SCALAR. - [VS](): Higher is better; unit: SCALAR. - [ClipScore](): Higher is better; unit: SCALAR. - [SPP](): Higher is better; unit: SCALAR. ## Recorded results | Method | Density | Result date | Report paper | | --- | --- | --- | --- | | IG-NeurIPS’24 | 1.389 | Not recorded | 6997ea7209c33900fcd76506 | | CADS-ICLR’24 | 1.374 | Not recorded | 6997ea7209c33900fcd76506 | | GASS | 1.164 | Not recorded | 6997ea7209c33900fcd76506 | | Vanilla Guidance (CFG) | 1.13 | Not recorded | 6997ea7209c33900fcd76506 | | Vanilla Guidance (CFG) | 1.105 | Not recorded | 6997ea7209c33900fcd76506 | | SPELL-ICML’25 | 1.105 | Not recorded | 6997ea7209c33900fcd76506 | | PG-ICLR’24 | 1.103 | Not recorded | 6997ea7209c33900fcd76506 | | PG-ICLR’24 | 1.039 | Not recorded | 6997ea7209c33900fcd76506 | | GASS | 1.015 | Not recorded | 6997ea7209c33900fcd76506 | | SPELL-ICML’25 | 0.912 | Not recorded | 6997ea7209c33900fcd76506 | | IG-NeurIPS’24 | 0.901 | Not recorded | 6997ea7209c33900fcd76506 | | CADS-ICLR’24 | 0.897 | Not recorded | 6997ea7209c33900fcd76506 | ### IG-NeurIPS’24 Density: 1.389. Result ID: 699b08845698665ec49b1bc6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Base Model":"SD3-M"}. This record does not assert independent reproduction. ### CADS-ICLR’24 Density: 1.374. Result ID: 699b08845698665ec49b1bc5. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Base Model":"SD3-M"}. This record does not assert independent reproduction. ### GASS Density: 1.164. Result ID: 699b08845698665ec49b1bc8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Base Model":"SD3-M"}. This record does not assert independent reproduction. ### Vanilla Guidance (CFG) Density: 1.13. Result ID: 699b08845698665ec49b1bbd. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Base Model":"SD2.1"}. This record does not assert independent reproduction. ### Vanilla Guidance (CFG) Density: 1.105. Result ID: 699b08845698665ec49b1bc3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Base Model":"SD3-M"}. This record does not assert independent reproduction. ### SPELL-ICML’25 Density: 1.105. Result ID: 699b08845698665ec49b1bc7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Base Model":"SD3-M"}. This record does not assert independent reproduction. ### PG-ICLR’24 Density: 1.103. Result ID: 699b08845698665ec49b1bc4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Base Model":"SD3-M"}. This record does not assert independent reproduction. ### PG-ICLR’24 Density: 1.039. Result ID: 699b08845698665ec49b1bbe. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Base Model":"SD2.1"}. This record does not assert independent reproduction. ### GASS Density: 1.015. Result ID: 699b08845698665ec49b1bc2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Base Model":"SD2.1"}. This record does not assert independent reproduction. ### SPELL-ICML’25 Density: 0.912. Result ID: 699b08845698665ec49b1bc1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Base Model":"SD2.1"}. This record does not assert independent reproduction. ### IG-NeurIPS’24 Density: 0.901. Result ID: 699b08845698665ec49b1bc0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Base Model":"SD2.1"}. This record does not assert independent reproduction. ### CADS-ICLR’24 Density: 0.897. Result ID: 699b08845698665ec49b1bbf. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Base Model":"SD2.1"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.