# Image Classification on Oxford-IIIT Pet Hue-shifted (test) Source: [Image Classification on Oxford-IIIT Pet Hue-shifted (test)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:29:12.011Z Evaluation of Image Classification performance on the test split of the Oxford-IIIT Pet dataset, specifically using the Hue-shifted variant. 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) | Oxford-IIIT Pet Hue-shifted (test) | | Metric | Accuracy | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 10 of 10 | | 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. ## Recorded results | Method | Accuracy | Result date | Report paper | | --- | --- | --- | --- | | CEConv | 72.94 | Not recorded | 68fa71061e209131cea4ea46 | | CEConv-2 | 72.58 | Not recorded | 68fa71061e209131cea4ea46 | | Baseline | 72.3 | Not recorded | 68fa71061e209131cea4ea46 | | CIConv-W | 63.93 | Not recorded | 68fa71061e209131cea4ea46 | | CEConv | 62.27 | Not recorded | 68fa71061e209131cea4ea46 | | CIConv-W | 60.54 | Not recorded | 68fa71061e209131cea4ea46 | | CEConv | 54.02 | Not recorded | 68fa71061e209131cea4ea46 | | CEConv-2 | 51.14 | Not recorded | 68fa71061e209131cea4ea46 | | Baseline | 48.04 | Not recorded | 68fa71061e209131cea4ea46 | | Baseline | 37.56 | Not recorded | 68fa71061e209131cea4ea46 | ### CEConv Accuracy: 72.94. Result ID: 69916ef63a6c314849082263. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Training Augmentation":"Color Jitter"}. This record does not assert independent reproduction. ### CEConv-2 Accuracy: 72.58. Result ID: 69916ef63a6c314849082264. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Training Augmentation":"Color Jitter"}. This record does not assert independent reproduction. ### Baseline Accuracy: 72.3. Result ID: 69916ef63a6c314849082261. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Training Augmentation":"Color Jitter"}. This record does not assert independent reproduction. ### CIConv-W Accuracy: 63.93. Result ID: 69916ef63a6c314849082262. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Training Augmentation":"Color Jitter"}. This record does not assert independent reproduction. ### CEConv Accuracy: 62.27. Result ID: 69916ef63a6c314849082266. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Training Augmentation":"AugMix"}. This record does not assert independent reproduction. ### CIConv-W Accuracy: 60.54. Result ID: 69916ef63a6c31484908225e. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Training Augmentation":"None"}. This record does not assert independent reproduction. ### CEConv Accuracy: 54.02. Result ID: 69916ef63a6c31484908225f. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Training Augmentation":"None"}. This record does not assert independent reproduction. ### CEConv-2 Accuracy: 51.14. Result ID: 69916ef63a6c314849082260. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Training Augmentation":"None"}. This record does not assert independent reproduction. ### Baseline Accuracy: 48.04. Result ID: 69916ef63a6c314849082265. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Training Augmentation":"AugMix"}. This record does not assert independent reproduction. ### Baseline Accuracy: 37.56. Result ID: 69916ef63a6c31484908225d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Training Augmentation":"None"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.