# Image Classification on CIFAR10-LT r=10 (Top-1 Accuracy) Source: [Image Classification on CIFAR10-LT r=10 (Top-1 Accuracy)]() Collection index: [llms.txt]() Data updated: 2026-03-24T14:57:32.807Z Evaluation of Image Classification performance on the CIFAR-10 Long Tail dataset configured with an imbalance ratio (r) of 10, reporting Top-1 Accuracy. 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) | CIFAR10-LT r=10 | | Metric | Top-1 Accuracy | | 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 Accuracy](): Higher is better; unit: PERCENT. ## Recorded results | Method | Top-1 Accuracy | Result date | Report paper | | --- | --- | --- | --- | | Ours | 92.5 | Not recorded | 69c21abe0636e5bf4afc4b9d | | Meta-CALA | 92.4 | Not recorded | 69c21abe0636e5bf4afc4b9d | | Heuristic-CALA | 91.7 | Not recorded | 69c21abe0636e5bf4afc4b9d | | FeatRecon | 91.6 | Not recorded | 69c21abe0636e5bf4afc4b9d | | BCL | 91.1 | Not recorded | 69c21abe0636e5bf4afc4b9d | | DiffuLT + BBN | 90.9 | Not recorded | 69c21abe0636e5bf4afc4b9d | | DiffuLT | 90.7 | Not recorded | 69c21abe0636e5bf4afc4b9d | | ADRW | 90.3 | Not recorded | 69c21abe0636e5bf4afc4b9d | | SEL | 90.2 | Not recorded | 69c21abe0636e5bf4afc4b9d | | cRT | 88.3 | Not recorded | 69c21abe0636e5bf4afc4b9d | | BBN | 88.3 | Not recorded | 69c21abe0636e5bf4afc4b9d | | LDAM-DRW | 88.2 | Not recorded | 69c21abe0636e5bf4afc4b9d | | Focal Loss | 86.7 | Not recorded | 69c21abe0636e5bf4afc4b9d | | CE | 86.4 | Not recorded | 69c21abe0636e5bf4afc4b9d | ### Ours Top-1 Accuracy: 92.5. Result ID: 69c2a64d47f34ce924ab8025. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-32"}. This record does not assert independent reproduction. ### Meta-CALA Top-1 Accuracy: 92.4. Result ID: 69c2a64d47f34ce924ab8023. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"ResNet-32"}. This record does not assert independent reproduction. ### Heuristic-CALA Top-1 Accuracy: 91.7. Result ID: 69c2a64d47f34ce924ab8022. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"ResNet-32"}. This record does not assert independent reproduction. ### FeatRecon Top-1 Accuracy: 91.6. Result ID: 69c2a64d47f34ce924ab8024. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"ResNet-32"}. This record does not assert independent reproduction. ### BCL Top-1 Accuracy: 91.1. Result ID: 69c2a64d47f34ce924ab801d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-32"}. This record does not assert independent reproduction. ### DiffuLT + BBN Top-1 Accuracy: 90.9. Result ID: 69c2a64d47f34ce924ab8020. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"ResNet-32"}. This record does not assert independent reproduction. ### DiffuLT Top-1 Accuracy: 90.7. Result ID: 69c2a64d47f34ce924ab801f. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"ResNet-32"}. This record does not assert independent reproduction. ### ADRW Top-1 Accuracy: 90.3. Result ID: 69c2a64d47f34ce924ab801e. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"ResNet-32"}. This record does not assert independent reproduction. ### SEL Top-1 Accuracy: 90.2. Result ID: 69c2a64d47f34ce924ab8021. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"ResNet-32"}. This record does not assert independent reproduction. ### cRT Top-1 Accuracy: 88.3. Result ID: 69c2a64d47f34ce924ab801b. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ResNet-32"}. This record does not assert independent reproduction. ### BBN Top-1 Accuracy: 88.3. Result ID: 69c2a64d47f34ce924ab801c. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ResNet-32"}. This record does not assert independent reproduction. ### LDAM-DRW Top-1 Accuracy: 88.2. Result ID: 69c2a64d47f34ce924ab801a. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ResNet-32"}. This record does not assert independent reproduction. ### Focal Loss Top-1 Accuracy: 86.7. Result ID: 69c2a64d47f34ce924ab8019. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ResNet-32"}. This record does not assert independent reproduction. ### CE Top-1 Accuracy: 86.4. Result ID: 69c2a64d47f34ce924ab8018. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ResNet-32"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.