# Image Classification on CIFAR-100 Long-Tailed (rho=50) (test) Source: [Image Classification on CIFAR-100 Long-Tailed (rho=50) (test)]() Collection index: [llms.txt]() Data updated: 2026-05-19T11:41:20.900Z Evaluation of Image Classification performance on the test split of the CIFAR-100 Long-Tailed dataset configured with an imbalance ratio (rho) of 50, reporting Top-1 error rate. 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-100 Long-Tailed (rho=50) (test) | | Metric | Top-1 Accuracy | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 44 of 44 | | 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. - [Top-1 Error Rate](): Lower is better; unit: PERCENT. ## Recorded results | Method | Top-1 Accuracy | Result date | Report paper | | --- | --- | --- | --- | | DeiT-LT | 60.5 | Not recorded | 68fa72d21e209131cea58b99 | | PaCo+SAM | 56.6 | Not recorded | 68fa72d21e209131cea58b99 | | DeiT-LT | 54.1 | Not recorded | 68fa72d21e209131cea58b99 | | GCL | 53.6 | Not recorded | 68fa72d21e209131cea58b99 | | MISLAS | 52.3 | Not recorded | 68fa72d21e209131cea58b99 | | Hybrid-SC | 51.9 | Not recorded | 68fa72d21e209131cea58b99 | | ACE | 51.9 | Not recorded | 68fa72d21e209131cea58b99 | | BiKD | 51.84 | Not recorded | 6a0beef1dbc836b87d82c901 | | CAM | 51.7 | Not recorded | 68fa72d21e209131cea58b99 | | Teacher(CE) | 51.59 | Not recorded | 6a0beef1dbc836b87d82c901 | | DiVE | 51.01 | Not recorded | 6a0beef1dbc836b87d82c901 | | BKD | 50.71 | Not recorded | 6a0beef1dbc836b87d82c901 | | SSD | 50.5 | Not recorded | 68fa72d21e209131cea58b99 | | L-D-SAM | 49.4 | Not recorded | 68fa72d21e209131cea58b99 | | LFME | 49.29 | Not recorded | 6a0beef1dbc836b87d82c901 | | LDAM+DAP | 49.2 | Not recorded | 68fa72d21e209131cea58b99 | | CCKD | 48.86 | Not recorded | 6a0beef1dbc836b87d82c901 | | Student(CE) | 48.14 | Not recorded | 6a0beef1dbc836b87d82c901 | | KD | 47.87 | Not recorded | 6a0beef1dbc836b87d82c901 | | RWKD | 47.26 | Not recorded | 6a0beef1dbc836b87d82c901 | | WSL | 47.2 | Not recorded | 6a0beef1dbc836b87d82c901 | | BBN | 47 | Not recorded | 68fa72d21e209131cea58b99 | | CB Focal loss | 46.2 | Not recorded | 68fa72d21e209131cea58b99 | | LDAM+DRW | 45.1 | Not recorded | 68fa72d21e209131cea58b99 | | DeiT-III | 44.1 | Not recorded | 68fa72d21e209131cea58b99 | | ViT (cRT) | 42.2 | Not recorded | 68fa72d21e209131cea58b99 | | DeiT | 39.1 | Not recorded | 68fa72d21e209131cea58b99 | | ViT | 39 | Not recorded | 68fa72d21e209131cea58b99 | ### DeiT-LT Top-1 Accuracy: 60.5. Result ID: 69929a5f3a6c314849101461. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ViT-B","Teacher":"PaCo+SAM"}. This record does not assert independent reproduction. ### PaCo+SAM Top-1 Accuracy: 56.6. Result ID: 69929a5f3a6c31484910145b. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ResNet32"}. This record does not assert independent reproduction. ### DeiT-LT Top-1 Accuracy: 54.1. Result ID: 69929a5f3a6c314849101460. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ViT-B","Teacher":"L-D-SAM"}. This record does not assert independent reproduction. ### GCL Top-1 Accuracy: 53.6. Result ID: 69929a5f3a6c314849101459. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ResNet32"}. This record does not assert independent reproduction. ### MISLAS Top-1 Accuracy: 52.3. Result ID: 69929a5f3a6c314849101455. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ResNet32"}. This record does not assert independent reproduction. ### Hybrid-SC Top-1 Accuracy: 51.9. Result ID: 69929a5f3a6c314849101456. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ResNet32"}. This record does not assert independent reproduction. ### ACE Top-1 Accuracy: 51.9. Result ID: 69929a5f3a6c314849101458. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ResNet32"}. This record does not assert independent reproduction. ### BiKD Top-1 Accuracy: 51.84. Result ID: 6a0c4c5cfbc373592c03709b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### CAM Top-1 Accuracy: 51.7. Result ID: 69929a5f3a6c314849101454. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"ResNet32"}. This record does not assert independent reproduction. ### Teacher(CE) Top-1 Accuracy: 51.59. Result ID: 6a0c4c5cfbc373592c037092. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### DiVE Top-1 Accuracy: 51.01. Result ID: 6a0c4c5cfbc373592c03709a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### BKD Top-1 Accuracy: 50.71. Result ID: 6a0c4c5cfbc373592c037095. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### SSD Top-1 Accuracy: 50.5. Result ID: 69929a5f3a6c314849101457. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ResNet32"}. This record does not assert independent reproduction. ### L-D-SAM Top-1 Accuracy: 49.4. Result ID: 69929a5f3a6c31484910145a. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ResNet32"}. This record does not assert independent reproduction. ### LFME Top-1 Accuracy: 49.29. Result ID: 6a0c4c5cfbc373592c037099. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### LDAM+DAP Top-1 Accuracy: 49.2. Result ID: 69929a5f3a6c314849101452. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet32"}. This record does not assert independent reproduction. ### CCKD Top-1 Accuracy: 48.86. Result ID: 6a0c4c5cfbc373592c037096. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Student(CE) Top-1 Accuracy: 48.14. Result ID: 6a0c4c5cfbc373592c037093. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### KD Top-1 Accuracy: 47.87. Result ID: 6a0c4c5cfbc373592c037094. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### RWKD Top-1 Accuracy: 47.26. Result ID: 6a0c4c5cfbc373592c037098. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### WSL Top-1 Accuracy: 47.2. Result ID: 6a0c4c5cfbc373592c037097. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### BBN Top-1 Accuracy: 47. Result ID: 69929a5f3a6c314849101453. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ResNet32"}. This record does not assert independent reproduction. ### CB Focal loss Top-1 Accuracy: 46.2. Result ID: 69929a5f3a6c314849101450. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ResNet32"}. This record does not assert independent reproduction. ### LDAM+DRW Top-1 Accuracy: 45.1. Result ID: 69929a5f3a6c314849101451. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ResNet32"}. This record does not assert independent reproduction. ### DeiT-III Top-1 Accuracy: 44.1. Result ID: 69929a5f3a6c31484910145f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ViT-B"}. This record does not assert independent reproduction. ### ViT (cRT) Top-1 Accuracy: 42.2. Result ID: 69929a5f3a6c31484910145d. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ViT-B"}. This record does not assert independent reproduction. ### DeiT Top-1 Accuracy: 39.1. Result ID: 69929a5f3a6c31484910145e. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ViT-B"}. This record does not assert independent reproduction. ### ViT Top-1 Accuracy: 39. Result ID: 69929a5f3a6c31484910145c. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ViT-B"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.