# Image Generation on ImageNet 256x256 (CFG 1.0 & 1.5) Source: [Image Generation on ImageNet 256x256 (CFG 1.0 & 1.5)]() Collection index: [llms.txt]() Data updated: 2026-03-04T08:39:24.460Z Evaluation of image generation models on ImageNet 256x256, specifically reporting Fréchet Inception Distance (FID) and Inception Score (IS) results conditioned on Classifier-Free Guidance (CFG) scales of 1.0 and 1.5. 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 | Image Generation | | Dataset (including any stated split) | ImageNet 256x256 | | Metric | FID (CFG=1.0) | | Unit | SCALAR | | Direction | Lower is better | | Results loaded | 13 of 13 | | 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 (CFG=1.0)](): Lower is better; unit: SCALAR. - [IS (CFG=1.0)](): Higher is better; unit: SCALAR. - [FID (CFG=1.5)](): Lower is better; unit: SCALAR. - [IS (CFG=1.5)](): Higher is better; unit: SCALAR. ## Recorded results | Method | FID (CFG=1.0) | Result date | Report paper | | --- | --- | --- | --- | | DSMoE-L-E48 | 9.87 | Not recorded | 692e72ffd6b0dd334293263b | | DSMoE-L-E16 | 10.71 | Not recorded | 692e72ffd6b0dd334293263b | | ProMoE-L | 11.61 | Not recorded | 692e72ffd6b0dd334293263b | | ProMoE-L-Flow | 11.61 | Not recorded | 69019f863ef7ccd74e5e3b89 | | DiffMoE-L-Flow | 13.55 | Not recorded | 69019f863ef7ccd74e5e3b89 | | DiffMoE-L-Flow | 14.46 | Not recorded | 69019f863ef7ccd74e5e3b89 | | Dense-DiT-L | 15.44 | Not recorded | 692e72ffd6b0dd334293263b | | EC-DiT-L-Flow | 15.58 | Not recorded | 69019f863ef7ccd74e5e3b89 | | DiT-MoE-L-Flow | 16.57 | Not recorded | 69019f863ef7ccd74e5e3b89 | | DSMoE-B-E48 | 21.56 | Not recorded | 692e72ffd6b0dd334293263b | | DSMoE-B-E16 | 22.46 | Not recorded | 692e72ffd6b0dd334293263b | | ProMoE-B | 24.44 | Not recorded | 692e72ffd6b0dd334293263b | | Dense-DiT-B | 30.61 | Not recorded | 692e72ffd6b0dd334293263b | ### DSMoE-L-E48 FID (CFG=1.0): 9.87. Result ID: 699998825698665ec40ccd9a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"#Activated Params.":"436M","#Total Params.":"1.112B"}. This record does not assert independent reproduction. ### DSMoE-L-E16 FID (CFG=1.0): 10.71. Result ID: 699998825698665ec40ccd99. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"#Activated Params.":"465M","#Total Params.":"1.304B"}. This record does not assert independent reproduction. ### ProMoE-L FID (CFG=1.0): 11.61. Result ID: 699998825698665ec40ccd98. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"#Activated Params.":"458M","#Total Params.":"1.063B"}. This record does not assert independent reproduction. ### ProMoE-L-Flow FID (CFG=1.0): 11.61. Result ID: 69a7efb36dbb7075b94cd182. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"#Experts":"E14A1S1U1","# Activated Params.":"458M","# Total Params.":"1.063B","# GFLOPs":"77.72"}. This record does not assert independent reproduction. ### DiffMoE-L-Flow FID (CFG=1.0): 13.55. Result ID: 69a7efb36dbb7075b94cd181. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"#Experts":"E16A1S0U0","# Activated Params.":"458M","# Total Params.":"1.846B","# GFLOPs":"90.03"}. This record does not assert independent reproduction. ### DiffMoE-L-Flow FID (CFG=1.0): 14.46. Result ID: 69a7efb36dbb7075b94cd180. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"#Experts":"E8A1S0U0","# Activated Params.":"458M","# Total Params.":"1.095B","# GFLOPs":"82.53"}. This record does not assert independent reproduction. ### Dense-DiT-L FID (CFG=1.0): 15.44. Result ID: 699998825698665ec40ccd97. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"#Activated Params.":"458M","#Total Params.":"458M"}. This record does not assert independent reproduction. ### EC-DiT-L-Flow FID (CFG=1.0): 15.58. Result ID: 69a7efb36dbb7075b94cd17f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"#Experts":"E8A1S0U0","# Activated Params.":"458M","# Total Params.":"1.163B","# GFLOPs":"77.50"}. This record does not assert independent reproduction. ### DiT-MoE-L-Flow FID (CFG=1.0): 16.57. Result ID: 69a7efb36dbb7075b94cd17e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"#Experts":"E8A1S0U0","# Activated Params.":"458M","# Total Params.":"1.163B","# GFLOPs":"77.50"}. This record does not assert independent reproduction. ### DSMoE-B-E48 FID (CFG=1.0): 21.56. Result ID: 699998825698665ec40ccd96. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"#Activated Params.":"118M","#Total Params.":"263M"}. This record does not assert independent reproduction. ### DSMoE-B-E16 FID (CFG=1.0): 22.46. Result ID: 699998825698665ec40ccd95. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"#Activated Params.":"132M","#Total Params.":"368M"}. This record does not assert independent reproduction. ### ProMoE-B FID (CFG=1.0): 24.44. Result ID: 699998825698665ec40ccd94. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"#Activated Params.":"130M","#Total Params.":"300M"}. This record does not assert independent reproduction. ### Dense-DiT-B FID (CFG=1.0): 30.61. Result ID: 699998825698665ec40ccd93. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"#Activated Params.":"130M","#Total Params.":"130M"}. This record does not assert independent reproduction. Page 1 of 1. 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