# Image Classification on CIFAR-10 LT (IF=200) Source: [Image Classification on CIFAR-10 LT (IF=200)]() Collection index: [llms.txt]() Data updated: 2026-05-12T14:24:33.410Z Evaluation of Image Classification performance on the CIFAR-10 Long Tail (LT) dataset under the specific inherent fairness setting IF=200. 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) | CIFAR-10 LT (IF=200) | | Metric | Top-1 Acc | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 28 of 28 | | 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 | | --- | --- | --- | --- | | B-SCL | 84.1 | Not recorded | 6a02b495dbc836b87d824d7c | | GLMC + Loss + LR | 84 | Not recorded | 6a02b495dbc836b87d824d7c | | GLMC + Loss | 83.8 | Not recorded | 6a02b495dbc836b87d824d7c | | GLMC | 83.4 | Not recorded | 6a02b495dbc836b87d824d7c | | RBL | 81.2 | Not recorded | 6a02b495dbc836b87d824d7c | | GCL + CR | 79.9 | Not recorded | 68fa76061e209131cea6afb8 | | GCL | 79 | Not recorded | 68fa76061e209131cea6afb8 | | CE\* + Loss | 78.6 | Not recorded | 6a02b495dbc836b87d824d7c | | MISLAS | 77.3 | Not recorded | 68fa76061e209131cea6afb8 | | CMO + Loss + LR | 77.2 | Not recorded | 6a02b495dbc836b87d824d7c | | LDAM-DRW | 77 | Not recorded | 68fa76061e209131cea6afb8 | | CE\* + Loss + LR | 76.8 | Not recorded | 6a02b495dbc836b87d824d7c | | CMO + Loss | 76.7 | Not recorded | 6a02b495dbc836b87d824d7c | | INC-DRW | 75.8 | Not recorded | 6a02b495dbc836b87d824d7c | | ETF-DR + DisA | 73.7 | Not recorded | 6a02b495dbc836b87d824d7c | | ETF-DR + Loss | 72.5 | Not recorded | 6a02b495dbc836b87d824d7c | | ETF-DR + Loss + LR | 72.3 | Not recorded | 6a02b495dbc836b87d824d7c | | ETF-DR | 71.9 | Not recorded | 6a02b495dbc836b87d824d7c | | Focal-SAM | 71.7 | Not recorded | 6a02b495dbc836b87d824d7c | | CB Loss + CR | 70.3 | Not recorded | 68fa76061e209131cea6afb8 | | CMO | 69.6 | Not recorded | 6a02b495dbc836b87d824d7c | | DisA | 69.2 | Not recorded | 6a02b495dbc836b87d824d7c | | CE\* | 69.1 | Not recorded | 6a02b495dbc836b87d824d7c | | CB Loss | 68.8 | Not recorded | 68fa76061e209131cea6afb8 | | Cross Entropy + CR | 67.9 | Not recorded | 68fa76061e209131cea6afb8 | | Focal Loss + CR | 67.3 | Not recorded | 68fa76061e209131cea6afb8 | | Cross Entropy | 65.6 | Not recorded | 68fa76061e209131cea6afb8 | | Focal Loss | 65.2 | Not recorded | 68fa76061e209131cea6afb8 | ### B-SCL Top-1 Acc: 84.1. Result ID: 6a03381847f34ce924e80244. [Reporting paper]() Recorded evaluation configuration: {"Venue":"NeurIPS25"}. This record does not assert independent reproduction. ### GLMC + Loss + LR Top-1 Acc: 84. Result ID: 6a03381847f34ce924e80252. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"reweighting":"Inverse-view","LR Schedule":"MiLeLR"}. This record does not assert independent reproduction. ### GLMC + Loss Top-1 Acc: 83.8. Result ID: 6a03381847f34ce924e80251. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"reweighting":"Inverse-view"}. This record does not assert independent reproduction. ### GLMC Top-1 Acc: 83.4. Result ID: 6a03381847f34ce924e80250. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Venue":"CVPR23","reproduced":"true"}. This record does not assert independent reproduction. ### RBL Top-1 Acc: 81.2. Result ID: 6a03381847f34ce924e80241. [Reporting paper]() Recorded evaluation configuration: {"Venue":"ICML23"}. This record does not assert independent reproduction. ### GCL + CR Top-1 Acc: 79.9. Result ID: 699420d33a6c3148491b424f. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone Net":"ResNet-32"}. This record does not assert independent reproduction. ### GCL Top-1 Acc: 79. Result ID: 699420d33a6c3148491b424e. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone Net":"ResNet-32"}. This record does not assert independent reproduction. ### CE\* + Loss Top-1 Acc: 78.6. Result ID: 6a03381847f34ce924e80247. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"reweighting":"Inverse-view"}. This record does not assert independent reproduction. ### MISLAS Top-1 Acc: 77.3. Result ID: 699420d33a6c3148491b4246. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone Net":"ResNet-32"}. This record does not assert independent reproduction. ### CMO + Loss + LR Top-1 Acc: 77.2. Result ID: 6a03381847f34ce924e8024b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"reweighting":"Inverse-view","LR Schedule":"MiLeLR"}. This record does not assert independent reproduction. ### LDAM-DRW Top-1 Acc: 77. Result ID: 699420d33a6c3148491b4247. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone Net":"ResNet-32"}. This record does not assert independent reproduction. ### CE\* + Loss + LR Top-1 Acc: 76.8. Result ID: 6a03381847f34ce924e80248. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"reweighting":"Inverse-view","LR Schedule":"MiLeLR"}. This record does not assert independent reproduction. ### CMO + Loss Top-1 Acc: 76.7. Result ID: 6a03381847f34ce924e8024a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"reweighting":"Inverse-view"}. This record does not assert independent reproduction. ### INC-DRW Top-1 Acc: 75.8. Result ID: 6a03381847f34ce924e80242. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Venue":"AISTATS23"}. This record does not assert independent reproduction. ### ETF-DR + DisA Top-1 Acc: 73.7. Result ID: 6a03381847f34ce924e8024d. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### ETF-DR + Loss Top-1 Acc: 72.5. Result ID: 6a03381847f34ce924e8024e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"reweighting":"Inverse-view"}. This record does not assert independent reproduction. ### ETF-DR + Loss + LR Top-1 Acc: 72.3. Result ID: 6a03381847f34ce924e8024f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"reweighting":"Inverse-view","LR Schedule":"MiLeLR"}. This record does not assert independent reproduction. ### ETF-DR Top-1 Acc: 71.9. Result ID: 6a03381847f34ce924e8024c. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Venue":"NeurIPS22"}. This record does not assert independent reproduction. ### Focal-SAM Top-1 Acc: 71.7. Result ID: 6a03381847f34ce924e80245. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Venue":"ICML25"}. This record does not assert independent reproduction. ### CB Loss + CR Top-1 Acc: 70.3. Result ID: 699420d33a6c3148491b424d. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone Net":"ResNet-32"}. This record does not assert independent reproduction. ### CMO Top-1 Acc: 69.6. Result ID: 6a03381847f34ce924e80249. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Venue":"CVPR22","reproduced":"true"}. This record does not assert independent reproduction. ### DisA Top-1 Acc: 69.2. Result ID: 6a03381847f34ce924e80243. [Reporting paper]() Recorded evaluation configuration: {"Venue":"ICML24"}. This record does not assert independent reproduction. ### CE\* Top-1 Acc: 69.1. Result ID: 6a03381847f34ce924e80246. [Reporting paper]() Recorded evaluation configuration: {"reproduced":"true"}. This record does not assert independent reproduction. ### CB Loss Top-1 Acc: 68.8. Result ID: 699420d33a6c3148491b424c. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone Net":"ResNet-32"}. This record does not assert independent reproduction. ### Cross Entropy + CR Top-1 Acc: 67.9. Result ID: 699420d33a6c3148491b4249. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone Net":"ResNet-32"}. This record does not assert independent reproduction. ### Focal Loss + CR Top-1 Acc: 67.3. Result ID: 699420d33a6c3148491b424b. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone Net":"ResNet-32"}. This record does not assert independent reproduction. ### Cross Entropy Top-1 Acc: 65.6. Result ID: 699420d33a6c3148491b4248. [Reporting paper]() Recorded evaluation configuration: {"Backbone Net":"ResNet-32"}. This record does not assert independent reproduction. ### Focal Loss Top-1 Acc: 65.2. Result ID: 699420d33a6c3148491b424a. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone Net":"ResNet-32"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.