# Image Classification on Aircraft (Top-1 Accuracy, Expected Calibration Error) Source: [Image Classification on Aircraft (Top-1 Accuracy, Expected Calibration Error)]() Collection index: [llms.txt]() Data updated: 2026-07-09T07:30:45.942Z Evaluation of standard Image Classification performance on the Aircraft dataset, reporting Top-1 Accuracy and Expected Calibration Error (ECE). 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) | Aircraft | | Metric | Top-1 Accuracy | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 7 of 7 | | 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. - [Expected Calibration Error](): Lower is better; unit: PERCENT. ## Recorded results | Method | Top-1 Accuracy | Result date | Report paper | | --- | --- | --- | --- | | ARGTCA-DISC | 25.05 | Not recorded | 6a4f2b0032fb937314875b82 | | TCA | 24.96 | Not recorded | 6a4f2b0032fb937314875b82 | | ARGTCA-DIV | 24.69 | Not recorded | 6a4f2b0032fb937314875b82 | | C-TPT | 23.85 | Not recorded | 6a4f2b0032fb937314875b82 | | TPT | 23.61 | Not recorded | 6a4f2b0032fb937314875b82 | | O-TPT | 23.46 | Not recorded | 6a4f2b0032fb937314875b82 | | A-TPT | 23.34 | Not recorded | 6a4f2b0032fb937314875b82 | ### ARGTCA-DISC Top-1 Accuracy: 25.05. Result ID: 6a4f4e1a60b88bb339e4f3a1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Pre-trained Backbone":"CLIP Vit-B/16","Embedding dimension":"1024-d"}. This record does not assert independent reproduction. ### TCA Top-1 Accuracy: 24.96. Result ID: 6a4f4e1a60b88bb339e4f39d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Pre-trained Backbone":"CLIP Vit-B/16","Embedding dimension":"1024-d"}. This record does not assert independent reproduction. ### ARGTCA-DIV Top-1 Accuracy: 24.69. Result ID: 6a4f4e1a60b88bb339e4f3a0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Pre-trained Backbone":"CLIP Vit-B/16","Embedding dimension":"1024-d"}. This record does not assert independent reproduction. ### C-TPT Top-1 Accuracy: 23.85. Result ID: 6a4f4e1a60b88bb339e4f39c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Pre-trained Backbone":"CLIP Vit-B/16","Embedding dimension":"1024-d"}. This record does not assert independent reproduction. ### TPT Top-1 Accuracy: 23.61. Result ID: 6a4f4e1a60b88bb339e4f39b. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Pre-trained Backbone":"CLIP Vit-B/16","Embedding dimension":"1024-d"}. This record does not assert independent reproduction. ### O-TPT Top-1 Accuracy: 23.46. Result ID: 6a4f4e1a60b88bb339e4f39e. [Reporting paper]() Recorded evaluation configuration: {"Pre-trained Backbone":"CLIP Vit-B/16","Embedding dimension":"1024-d"}. This record does not assert independent reproduction. ### A-TPT Top-1 Accuracy: 23.34. Result ID: 6a4f4e1a60b88bb339e4f39f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Pre-trained Backbone":"CLIP Vit-B/16","Embedding dimension":"1024-d"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.