# Density Estimation on ImageNet 32x32 downsampled (val) Source: [Density Estimation on ImageNet 32x32 downsampled (val)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:53:17.316Z Evaluation of Density Estimation performance on the validation split of the ImageNet dataset downsampled to 32x32 resolution, typically measured using Negative Log-Likelihood (bits/dim). 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 | Density Estimation | | Dataset (including any stated split) | ImageNet 32x32 downsampled (val) | | Metric | NLL (bits/dim) | | Unit | SCALAR | | Direction | Lower is better | | Results loaded | 6 of 6 | | 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 - [NLL (bits/dim)](): Lower is better; unit: SCALAR. - [KL Divergence (bits/dim)](): Lower is better; unit: SCALAR. ## Recorded results | Method | NLL (bits/dim) | Result date | Report paper | | --- | --- | --- | --- | | ImageTransformer | 3.77 | Not recorded | 68fa654e1e209131cea09842 | | Our Decoder baseline | 3.77 | Not recorded | 68fa654e1e209131cea09842 | | PixelSNAIL | 3.8 | Not recorded | 68fa654e1e209131cea09842 | | Gated PixelCNN | 3.83 | Not recorded | 68fa654e1e209131cea09842 | ### ImageTransformer NLL (bits/dim): 3.77. Result ID: 698ca6093ce6cd2163e112a4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model Category":"Autoregressive Models"}. This record does not assert independent reproduction. ### Our Decoder baseline NLL (bits/dim): 3.77. Result ID: 698ca6093ce6cd2163e112a6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model Category":"Autoregressive Models"}. This record does not assert independent reproduction. ### PixelSNAIL NLL (bits/dim): 3.8. Result ID: 698ca6093ce6cd2163e112a5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model Category":"Autoregressive Models"}. This record does not assert independent reproduction. ### Gated PixelCNN NLL (bits/dim): 3.83. Result ID: 698ca6093ce6cd2163e112a3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model Category":"Autoregressive Models"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.