# Image Classification on Food101 (Top-1 Accuracy, Expected Calibration Error) Source: [Image Classification on Food101 (Top-1 Accuracy, Expected Calibration Error)]() Collection index: [llms.txt]() Data updated: 2026-07-09T07:30:45.915Z Evaluation of standard Image Classification performance on the Food101 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) | Food101 | | 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 (ECE)](): Lower is better; unit: SCALAR. ## Recorded results | Method | Top-1 Accuracy | Result date | Report paper | | --- | --- | --- | --- | | TPT | 84.7 | Not recorded | 6a4f2b0032fb937314875b82 | | ARGTCA-DISC | 83.85 | Not recorded | 6a4f2b0032fb937314875b82 | | ARGTCA-DIV | 83.64 | Not recorded | 6a4f2b0032fb937314875b82 | | A-TPT | 83.57 | Not recorded | 6a4f2b0032fb937314875b82 | | O-TPT | 83.52 | Not recorded | 6a4f2b0032fb937314875b82 | | C-TPT | 83.28 | Not recorded | 6a4f2b0032fb937314875b82 | | TCA | 69.18 | Not recorded | 6a4f2b0032fb937314875b82 | ### TPT Top-1 Accuracy: 84.7. Result ID: 6a4f4e1a60b88bb339e4f394. [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. ### ARGTCA-DISC Top-1 Accuracy: 83.85. Result ID: 6a4f4e1a60b88bb339e4f39a. [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: 83.64. Result ID: 6a4f4e1a60b88bb339e4f399. [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. ### A-TPT Top-1 Accuracy: 83.57. Result ID: 6a4f4e1a60b88bb339e4f398. [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. ### O-TPT Top-1 Accuracy: 83.52. Result ID: 6a4f4e1a60b88bb339e4f397. [Reporting 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: 83.28. Result ID: 6a4f4e1a60b88bb339e4f395. [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: 69.18. Result ID: 6a4f4e1a60b88bb339e4f396. [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.