# Image Classification on ImageNet-LT Uniform Shifted (test) Source: [Image Classification on ImageNet-LT Uniform Shifted (test)]() Collection index: [llms.txt]() Data updated: 2026-02-26T06:06:49.640Z Evaluation of Image Classification performance on the test split of the ImageNet-LT dataset configured with a Uniform Shift distribution. 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 Classification | | Dataset (including any stated split) | ImageNet-LT Uniform Shifted (test) | | Metric | Top-1 Acc | | Unit | PERCENT | | Direction | Higher 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 - [Top-1 Acc](): Higher is better; unit: PERCENT. ## Recorded results | Method | Top-1 Acc | Result date | Report paper | | --- | --- | --- | --- | | DiVE | 53.1 | Not recorded | 68fa6acb1e209131cea2a4a4 | | DiVE | 53.1 | Not recorded | 68fa6acb1e209131cea2a4a4 | | LADE | 53 | Not recorded | 68fa698d1e209131cea228f0 | | PC Softmax | 52.8 | Not recorded | 68fa698d1e209131cea228f0 | | Balanced Softmax | 52.1 | Not recorded | 68fa698d1e209131cea228f0 | | PC Balanced Softmax | 52.1 | Not recorded | 68fa698d1e209131cea228f0 | | Causal Norm | 52 | Not recorded | 68fa698d1e209131cea228f0 | | PC Causal Norm | 52 | Not recorded | 68fa698d1e209131cea228f0 | | BSCE | 50.48 | Not recorded | 68fa6acb1e209131cea2a4a4 | | BSCE | 50.48 | Not recorded | 68fa6acb1e209131cea2a4a4 | | CE | 49.33 | Not recorded | 68fa6acb1e209131cea2a4a4 | | Softmax | 48.2 | Not recorded | 68fa698d1e209131cea228f0 | | CE | 43.89 | Not recorded | 68fa6acb1e209131cea2a4a4 | ### DiVE Top-1 Acc: 53.1. Result ID: 699ad1d75698665ec460df87. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Training epochs":90,"Post-compensation":false}. This record does not assert independent reproduction. ### DiVE Top-1 Acc: 53.1. Result ID: 699ad1d75698665ec460df8a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Training epochs":90,"Post-compensation":true}. This record does not assert independent reproduction. ### LADE Top-1 Acc: 53. Result ID: 698db42e8b517eb4332336e9. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Post-prior Correction (PC)":"implicit","Training Epochs":180}. This record does not assert independent reproduction. ### PC Softmax Top-1 Acc: 52.8. Result ID: 698db42e8b517eb4332336e8. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Post-prior Correction (PC)":true,"Training Epochs":180}. This record does not assert independent reproduction. ### Balanced Softmax Top-1 Acc: 52.1. Result ID: 698db42e8b517eb4332336e4. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Post-prior Correction (PC)":false,"Training Epochs":180}. This record does not assert independent reproduction. ### PC Balanced Softmax Top-1 Acc: 52.1. Result ID: 698db42e8b517eb4332336e7. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Post-prior Correction (PC)":true,"Training Epochs":180}. This record does not assert independent reproduction. ### Causal Norm Top-1 Acc: 52. Result ID: 698db42e8b517eb4332336e3. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Post-prior Correction (PC)":false,"Training Epochs":180}. This record does not assert independent reproduction. ### PC Causal Norm Top-1 Acc: 52. Result ID: 698db42e8b517eb4332336e6. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Post-prior Correction (PC)":true,"Training Epochs":180}. This record does not assert independent reproduction. ### BSCE Top-1 Acc: 50.48. Result ID: 699ad1d75698665ec460df86. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Training epochs":90,"Post-compensation":false}. This record does not assert independent reproduction. ### BSCE Top-1 Acc: 50.48. Result ID: 699ad1d75698665ec460df89. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Training epochs":90,"Post-compensation":true}. This record does not assert independent reproduction. ### CE Top-1 Acc: 49.33. Result ID: 699ad1d75698665ec460df88. [Reporting paper]() Recorded evaluation configuration: {"Training epochs":90,"Post-compensation":true}. This record does not assert independent reproduction. ### Softmax Top-1 Acc: 48.2. Result ID: 698db42e8b517eb4332336e5. [Reporting paper]() Recorded evaluation configuration: {"Post-prior Correction (PC)":false,"Training Epochs":180}. This record does not assert independent reproduction. ### CE Top-1 Acc: 43.89. Result ID: 699ad1d75698665ec460df85. [Reporting paper]() Recorded evaluation configuration: {"Training epochs":90,"Post-compensation":false}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.