# Image Classification Calibration on iWildCam Source: [Image Classification Calibration on iWildCam]() Collection index: [llms.txt]() Data updated: 2026-06-01T09:14:48.787Z Evaluation of model calibration performance (ECE, ACE) for Image Classification on the iWildCam dataset. 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 Calibration | | Dataset (including any stated split) | iWildCam | | Metric | Accuracy | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 9 of 9 | | 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 - [Accuracy](): Higher is better; unit: PERCENT. - [ECE](): Lower is better; unit: PERCENT. - [ECE (TS)](): Lower is better; unit: PERCENT. - [CECE](): Lower is better; unit: PERCENT. - [ACE](): Lower is better; unit: PERCENT. ## Recorded results | Method | Accuracy | Result date | Report paper | | --- | --- | --- | --- | | CE | 77.51 | Not recorded | 68fa7af41e209131cea85f3e | | LS-0.05 | 77.39 | Not recorded | 68fa7af41e209131cea85f3e | | FGR | 76.11 | Not recorded | 68fa7af41e209131cea85f3e | | Mixup | 75.85 | Not recorded | 68fa7af41e209131cea85f3e | | BSCE-GRA | 75.19 | Not recorded | 68fa7af41e209131cea85f3e | | MaxEnt M | 75.11 | Not recorded | 68fa7af41e209131cea85f3e | | FLSD-53 | 74.04 | Not recorded | 68fa7af41e209131cea85f3e | | DFL | 73.52 | Not recorded | 68fa7af41e209131cea85f3e | | AugMix | 49.07 | Not recorded | 68fa7af41e209131cea85f3e | ### CE Accuracy: 77.51. Result ID: 6a1d4d17fbc373592c16bd32. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"ResNet-50"}. This record does not assert independent reproduction. ### LS-0.05 Accuracy: 77.39. Result ID: 6a1d4d17fbc373592c16bd33. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-50"}. This record does not assert independent reproduction. ### FGR Accuracy: 76.11. Result ID: 6a1d4d17fbc373592c16bd3a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-50"}. This record does not assert independent reproduction. ### Mixup Accuracy: 75.85. Result ID: 6a1d4d17fbc373592c16bd34. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-50"}. This record does not assert independent reproduction. ### BSCE-GRA Accuracy: 75.19. Result ID: 6a1d4d17fbc373592c16bd39. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ResNet-50"}. This record does not assert independent reproduction. ### MaxEnt M Accuracy: 75.11. Result ID: 6a1d4d17fbc373592c16bd38. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-50"}. This record does not assert independent reproduction. ### FLSD-53 Accuracy: 74.04. Result ID: 6a1d4d17fbc373592c16bd36. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-50"}. This record does not assert independent reproduction. ### DFL Accuracy: 73.52. Result ID: 6a1d4d17fbc373592c16bd37. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-50"}. This record does not assert independent reproduction. ### AugMix Accuracy: 49.07. Result ID: 6a1d4d17fbc373592c16bd35. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"ResNet-50"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.