# Class-conditional Image Generation on ImageNet-1K Source: [Class-conditional Image Generation on ImageNet-1K]() Collection index: [llms.txt]() Data updated: 2026-06-09T08:23:30.266Z Evaluation of Class-Conditional Image Generation models on the standard ImageNet-1K dataset, reporting both generation quality metrics (FID, IS, Precision, Recall) and computational efficiency (TFLOPs, KV Size). 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 | Class-conditional Image Generation | | Dataset (including any stated split) | ImageNet-1K | | Metric | KV Size | | Unit | SIZE | | Direction | Lower is better | | Results loaded | 26 of 26 | | 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 - [KV Size](): Lower is better; unit: SIZE. - [TFLOPs](): Lower is better; unit: SCALAR. - [FID](): Lower is better; unit: SCALAR. - [IS](): Higher is better; unit: SCALAR. - [Precision](): Higher is better; unit: PERCENT. - [Recall](): Higher is better; unit: PERCENT. ## Recorded results | Method | KV Size | Result date | Report paper | | --- | --- | --- | --- | | HACK++ | 1.79 | Not recorded | 6a279e4890966ade919bf932 | | Streaming | 2.69 | Not recorded | 6a279e4890966ade919bf932 | | H2O | 2.69 | Not recorded | 6a279e4890966ade919bf932 | | SnapKV | 2.69 | Not recorded | 6a279e4890966ade919bf932 | | LOOK-M | 2.69 | Not recorded | 6a279e4890966ade919bf932 | | HACK | 2.69 | Not recorded | 6a279e4890966ade919bf932 | | HACK++ | 2.69 | Not recorded | 6a279e4890966ade919bf932 | | HACK++ | 2.8 | Not recorded | 6a279e4890966ade919bf932 | | Streaming | 4.2 | Not recorded | 6a279e4890966ade919bf932 | | H2O | 4.2 | Not recorded | 6a279e4890966ade919bf932 | | SnapKV | 4.2 | Not recorded | 6a279e4890966ade919bf932 | | LOOK-M | 4.2 | Not recorded | 6a279e4890966ade919bf932 | | HACK | 4.2 | Not recorded | 6a279e4890966ade919bf932 | | HACK++ | 4.2 | Not recorded | 6a279e4890966ade919bf932 | | Streaming | 4.48 | Not recorded | 6a279e4890966ade919bf932 | | H2O | 4.48 | Not recorded | 6a279e4890966ade919bf932 | | SnapKV | 4.48 | Not recorded | 6a279e4890966ade919bf932 | | LOOK-M | 4.48 | Not recorded | 6a279e4890966ade919bf932 | | HACK | 4.48 | Not recorded | 6a279e4890966ade919bf932 | | Streaming | 7 | Not recorded | 6a279e4890966ade919bf932 | | H2O | 7 | Not recorded | 6a279e4890966ade919bf932 | | SnapKV | 7 | Not recorded | 6a279e4890966ade919bf932 | | LOOK-M | 7 | Not recorded | 6a279e4890966ade919bf932 | | HACK | 7 | Not recorded | 6a279e4890966ade919bf932 | | Full | 8.96 | Not recorded | 6a279e4890966ade919bf932 | | Full | 14.01 | Not recorded | 6a279e4890966ade919bf932 | ### HACK++ KV Size: 1.79. Result ID: 6a27ccccfbc373592c247f48. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"ηa":"30%","ηc":"20%","Backbone":"VAR-d24","Batch size":"32"}. This record does not assert independent reproduction. ### Streaming KV Size: 2.69. Result ID: 6a27ccccfbc373592c247f3e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"ηa":"30%","ηc":"30%","Backbone":"VAR-d24","Batch size":"32"}. This record does not assert independent reproduction. ### H2O KV Size: 2.69. Result ID: 6a27ccccfbc373592c247f40. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"ηa":"30%","ηc":"30%","Backbone":"VAR-d24","Batch size":"32"}. This record does not assert independent reproduction. ### SnapKV KV Size: 2.69. Result ID: 6a27ccccfbc373592c247f42. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"ηa":"30%","ηc":"30%","Backbone":"VAR-d24","Batch size":"32"}. This record does not assert independent reproduction. ### LOOK-M KV Size: 2.69. Result ID: 6a27ccccfbc373592c247f44. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"ηa":"30%","ηc":"30%","Backbone":"VAR-d24","Batch size":"32"}. This record does not assert independent reproduction. ### HACK KV Size: 2.69. Result ID: 6a27ccccfbc373592c247f46. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"ηa":"30%","ηc":"30%","Backbone":"VAR-d24","Batch size":"32"}. This record does not assert independent reproduction. ### HACK++ KV Size: 2.69. Result ID: 6a27ccccfbc373592c247f47. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"ηa":"50%","ηc":"30%","Backbone":"VAR-d24","Batch size":"32"}. This record does not assert independent reproduction. ### HACK++ KV Size: 2.8. Result ID: 6a27ccccfbc373592c247f3b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"ηa":"30%","ηc":"20%","Backbone":"VAR-d30","Batch size":"32"}. This record does not assert independent reproduction. ### Streaming KV Size: 4.2. Result ID: 6a27ccccfbc373592c247f31. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"ηa":"30%","ηc":"30%","Backbone":"VAR-d30","Batch size":"32"}. This record does not assert independent reproduction. ### H2O KV Size: 4.2. Result ID: 6a27ccccfbc373592c247f33. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"ηa":"30%","ηc":"30%","Backbone":"VAR-d30","Batch size":"32"}. This record does not assert independent reproduction. ### SnapKV KV Size: 4.2. Result ID: 6a27ccccfbc373592c247f35. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"ηa":"30%","ηc":"30%","Backbone":"VAR-d30","Batch size":"32"}. This record does not assert independent reproduction. ### LOOK-M KV Size: 4.2. Result ID: 6a27ccccfbc373592c247f37. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"ηa":"30%","ηc":"30%","Backbone":"VAR-d30","Batch size":"32"}. This record does not assert independent reproduction. ### HACK KV Size: 4.2. Result ID: 6a27ccccfbc373592c247f39. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"ηa":"30%","ηc":"30%","Backbone":"VAR-d30","Batch size":"32"}. This record does not assert independent reproduction. ### HACK++ KV Size: 4.2. Result ID: 6a27ccccfbc373592c247f3a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"ηa":"50%","ηc":"30%","Backbone":"VAR-d30","Batch size":"32"}. This record does not assert independent reproduction. ### Streaming KV Size: 4.48. Result ID: 6a27ccccfbc373592c247f3d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"ηa":"50%","ηc":"50%","Backbone":"VAR-d24","Batch size":"32"}. This record does not assert independent reproduction. ### H2O KV Size: 4.48. Result ID: 6a27ccccfbc373592c247f3f. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"ηa":"50%","ηc":"50%","Backbone":"VAR-d24","Batch size":"32"}. This record does not assert independent reproduction. ### SnapKV KV Size: 4.48. Result ID: 6a27ccccfbc373592c247f41. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"ηa":"50%","ηc":"50%","Backbone":"VAR-d24","Batch size":"32"}. This record does not assert independent reproduction. ### LOOK-M KV Size: 4.48. Result ID: 6a27ccccfbc373592c247f43. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"ηa":"50%","ηc":"50%","Backbone":"VAR-d24","Batch size":"32"}. This record does not assert independent reproduction. ### HACK KV Size: 4.48. Result ID: 6a27ccccfbc373592c247f45. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"ηa":"50%","ηc":"50%","Backbone":"VAR-d24","Batch size":"32"}. This record does not assert independent reproduction. ### Streaming KV Size: 7. Result ID: 6a27ccccfbc373592c247f30. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"ηa":"50%","ηc":"50%","Backbone":"VAR-d30","Batch size":"32"}. This record does not assert independent reproduction. ### H2O KV Size: 7. Result ID: 6a27ccccfbc373592c247f32. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"ηa":"50%","ηc":"50%","Backbone":"VAR-d30","Batch size":"32"}. This record does not assert independent reproduction. ### SnapKV KV Size: 7. Result ID: 6a27ccccfbc373592c247f34. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"ηa":"50%","ηc":"50%","Backbone":"VAR-d30","Batch size":"32"}. This record does not assert independent reproduction. ### LOOK-M KV Size: 7. Result ID: 6a27ccccfbc373592c247f36. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"ηa":"50%","ηc":"50%","Backbone":"VAR-d30","Batch size":"32"}. This record does not assert independent reproduction. ### HACK KV Size: 7. Result ID: 6a27ccccfbc373592c247f38. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"ηa":"50%","ηc":"50%","Backbone":"VAR-d30","Batch size":"32"}. This record does not assert independent reproduction. ### Full KV Size: 8.96. Result ID: 6a27ccccfbc373592c247f3c. [Reporting paper]() Recorded evaluation configuration: {"ηa":"100%","ηc":"100%","Backbone":"VAR-d24","Batch size":"32"}. This record does not assert independent reproduction. ### Full KV Size: 14.01. Result ID: 6a27ccccfbc373592c247f2f. [Reporting paper]() Recorded evaluation configuration: {"ηa":"100%","ηc":"100%","Backbone":"VAR-d30","Batch size":"32"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.