# Image Classification on ImageNet LT 1.1 (val) Source: [Image Classification on ImageNet LT 1.1 (val)]() Collection index: [llms.txt]() Data updated: 2026-02-26T06:06:37.920Z Evaluation of Image Classification performance on the validation split of the long-tailed ImageNet-LT dataset, specifically version 1.1. 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 1.1 (val) | | Metric | Top-1 Acc | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 14 of 14 | | 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. - [Delta](): Higher is better; unit: SCALAR. ## Recorded results | Method | Top-1 Acc | Result date | Report paper | | --- | --- | --- | --- | | UniMix+Bayias | 48.41 | Not recorded | 68fa6b331e209131cea2cd8f | | c-RT | 47.54 | Not recorded | 68fa6b331e209131cea2cd8f | | LDAM+DRW | 45.75 | Not recorded | 68fa6b331e209131cea2cd8f | | UniMix+Bayias | 42.9 | Not recorded | 68fa6b331e209131cea2cd8f | | LDAM | 41.86 | Not recorded | 68fa6b331e209131cea2cd8f | | c-RT | 41.8 | Not recorded | 68fa6b331e209131cea2cd8f | | CB-CE | 40.85 | Not recorded | 68fa6b331e209131cea2cd8f | | OLTR | 40.36 | Not recorded | 68fa6b331e209131cea2cd8f | | CE | 38.88 | Not recorded | 68fa6b331e209131cea2cd8f | | LDAM+DRW | 38.22 | Not recorded | 68fa6b331e209131cea2cd8f | | CB-CE | 37.06 | Not recorded | 68fa6b331e209131cea2cd8f | | LDAM | 36.05 | Not recorded | 68fa6b331e209131cea2cd8f | | CE | 35.88 | Not recorded | 68fa6b331e209131cea2cd8f | | OLTR | 35.6 | Not recorded | 68fa6b331e209131cea2cd8f | ### UniMix+Bayias Top-1 Acc: 48.41. Result ID: 698e70d5ffc3901de09d9d62. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"E2E":true,"Backbone":"ResNet-50"}. This record does not assert independent reproduction. ### c-RT Top-1 Acc: 47.54. Result ID: 698e70d5ffc3901de09d9d61. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"E2E":false,"Backbone":"ResNet-50"}. This record does not assert independent reproduction. ### LDAM+DRW Top-1 Acc: 45.75. Result ID: 698e70d5ffc3901de09d9d60. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"E2E":false,"Backbone":"ResNet-50"}. This record does not assert independent reproduction. ### UniMix+Bayias Top-1 Acc: 42.9. Result ID: 698e70d5ffc3901de09d9d5b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"E2E":true,"Backbone":"ResNet-10"}. This record does not assert independent reproduction. ### LDAM Top-1 Acc: 41.86. Result ID: 698e70d5ffc3901de09d9d5e. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"E2E":true,"Backbone":"ResNet-50"}. This record does not assert independent reproduction. ### c-RT Top-1 Acc: 41.8. Result ID: 698e70d5ffc3901de09d9d5a. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"E2E":false,"Backbone":"ResNet-10"}. This record does not assert independent reproduction. ### CB-CE Top-1 Acc: 40.85. Result ID: 698e70d5ffc3901de09d9d5d. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"E2E":true,"Backbone":"ResNet-50"}. This record does not assert independent reproduction. ### OLTR Top-1 Acc: 40.36. Result ID: 698e70d5ffc3901de09d9d5f. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"E2E":false,"Backbone":"ResNet-50"}. This record does not assert independent reproduction. ### CE Top-1 Acc: 38.88. Result ID: 698e70d5ffc3901de09d9d5c. [Reporting paper]() Recorded evaluation configuration: {"E2E":true,"Backbone":"ResNet-50"}. This record does not assert independent reproduction. ### LDAM+DRW Top-1 Acc: 38.22. Result ID: 698e70d5ffc3901de09d9d59. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"E2E":false,"Backbone":"ResNet-10"}. This record does not assert independent reproduction. ### CB-CE Top-1 Acc: 37.06. Result ID: 698e70d5ffc3901de09d9d56. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"E2E":true,"Backbone":"ResNet-10"}. This record does not assert independent reproduction. ### LDAM Top-1 Acc: 36.05. Result ID: 698e70d5ffc3901de09d9d57. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"E2E":true,"Backbone":"ResNet-10"}. This record does not assert independent reproduction. ### CE Top-1 Acc: 35.88. Result ID: 698e70d5ffc3901de09d9d55. [Reporting paper]() Recorded evaluation configuration: {"E2E":true,"Backbone":"ResNet-10"}. This record does not assert independent reproduction. ### OLTR Top-1 Acc: 35.6. Result ID: 698e70d5ffc3901de09d9d58. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"E2E":false,"Backbone":"ResNet-10"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.