# Text-to-image Generation on LAION Aesthetics 6.5+ 512x512 zero-shot on MS-COCO V2 Source: [Text-to-image Generation on LAION Aesthetics 6.5+ 512x512 zero-shot on MS-COCO V2]() Collection index: [llms.txt]() Data updated: 2026-05-20T09:14:13.216Z Evaluation of Text-to-Image generation models using the LAION Aesthetics 6.5+ dataset, specifically under zero-shot conditions at 512x512 resolution, evaluated using prompts derived from MS-COCO V2. 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) | LAION Aesthetics 6.5+ 512x512 zero-shot on MS-COCO V2 | | Metric | FID | | Unit | SCALAR | | Direction | Lower 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 - [FID](): Lower is better; unit: SCALAR. - [IS](): Higher is better; unit: SCALAR. - [CLIP Score](): Higher is better; unit: SCALAR. ## Recorded results | Method | FID | Result date | Report paper | | --- | --- | --- | --- | | Teacher | 13.93 | Not recorded | 6a0d4054f984739ed6737b48 | | LIFT + PLACE | 14.6 | Not recorded | 6a0d4054f984739ed6737b48 | | LIFT + PLACE | 14.65 | Not recorded | 6a0d4054f984739ed6737b48 | | BK-SDM | 15.68 | Not recorded | 6a0d4054f984739ed6737b48 | | BK-SDM | 15.85 | Not recorded | 6a0d4054f984739ed6737b48 | | BK-SDM | 16.61 | Not recorded | 6a0d4054f984739ed6737b48 | | LIFT + PLACE | 16.72 | Not recorded | 6a0d4054f984739ed6737b48 | | Teacher | 20.26 | Not recorded | 6a0d4054f984739ed6737b48 | | LIFT + PLACE | 20.59 | Not recorded | 6a0d4054f984739ed6737b48 | | OutKD+FeatKD | 21.17 | Not recorded | 6a0d4054f984739ed6737b48 | | LIFT + PLACE | 21.21 | Not recorded | 6a0d4054f984739ed6737b48 | | OutKD+FeatKD | 22.72 | Not recorded | 6a0d4054f984739ed6737b48 | ### Teacher FID: 13.93. Result ID: 6a0d7a22fbc373592c05b91b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Gen. Type":"Diffusion","Architecture":"SD 2.1","Iters":"1620k","MACs":"339.2G","Params":"865.9M"}. This record does not assert independent reproduction. ### LIFT + PLACE FID: 14.6. Result ID: 6a0d7a22fbc373592c05b921. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Gen. Type":"Diffusion","Architecture":"BK-Tiny-v2","Iters":"50k","MACs":"205.3G","Params":"326.8M","K":"16"}. This record does not assert independent reproduction. ### LIFT + PLACE FID: 14.65. Result ID: 6a0d7a22fbc373592c05b91f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Gen. Type":"Diffusion","Architecture":"BK-Small-v2","Iters":"50k","MACs":"218.0G","Params":"485.8M","K":"16"}. This record does not assert independent reproduction. ### BK-SDM FID: 15.68. Result ID: 6a0d7a22fbc373592c05b920. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Gen. Type":"Diffusion","Architecture":"BK-Tiny-v2","Iters":"50k","MACs":"205.3G","Params":"326.8M"}. This record does not assert independent reproduction. ### BK-SDM FID: 15.85. Result ID: 6a0d7a22fbc373592c05b91c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Gen. Type":"Diffusion","Architecture":"BK-Base-v2","Iters":"50k","MACs":"224.1G","Params":"583.5M"}. This record does not assert independent reproduction. ### BK-SDM FID: 16.61. Result ID: 6a0d7a22fbc373592c05b91e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Gen. Type":"Diffusion","Architecture":"BK-Small-v2","Iters":"50k","MACs":"218.0G","Params":"485.8M"}. This record does not assert independent reproduction. ### LIFT + PLACE FID: 16.72. Result ID: 6a0d7a22fbc373592c05b91d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Gen. Type":"Diffusion","Architecture":"BK-Base-v2","Iters":"50k","MACs":"224.1G","Params":"583.5M","K":"16"}. This record does not assert independent reproduction. ### Teacher FID: 20.26. Result ID: 6a0d7a22fbc373592c05b922. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Gen. Type":"Flow","Architecture":"SD 3 (D24)","MACs":"799.24G","Params":"2.03B"}. This record does not assert independent reproduction. ### LIFT + PLACE FID: 20.59. Result ID: 6a0d7a22fbc373592c05b924. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Gen. Type":"Flow","Architecture":"SD 3 (D21)","Iters":"50k","MACs":"699.08G","Params":"1.77B","K":"16","Initialization":"ShortGPT \[23\]"}. This record does not assert independent reproduction. ### OutKD+FeatKD FID: 21.17. Result ID: 6a0d7a22fbc373592c05b923. [Reporting paper]() Recorded evaluation configuration: {"Gen. Type":"Flow","Architecture":"SD 3 (D21)","Iters":"50k","MACs":"699.08G","Params":"1.77B","Initialization":"ShortGPT \[23\]"}. This record does not assert independent reproduction. ### LIFT + PLACE FID: 21.21. Result ID: 6a0d7a22fbc373592c05b926. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Gen. Type":"Flow","Architecture":"SD 3 (D18)","Iters":"50k","MACs":"598.83G","Params":"1.52B","K":"16","Initialization":"ShortGPT \[23\]"}. This record does not assert independent reproduction. ### OutKD+FeatKD FID: 22.72. Result ID: 6a0d7a22fbc373592c05b925. [Reporting paper]() Recorded evaluation configuration: {"Gen. Type":"Flow","Architecture":"SD 3 (D18)","Iters":"50k","MACs":"598.83G","Params":"1.52B","Initialization":"ShortGPT \[23\]"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.