# Multimodal Food Classification on Food101 70% missing rate (test) Source: [Multimodal Food Classification on Food101 70% missing rate (test)]() Collection index: [llms.txt]() Data updated: 2026-05-26T09:18:42.015Z Evaluation of Multimodal Food Classification performance on the test split of the Food101 dataset, specifically under a 70% missing data rate condition. 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 | Multimodal Food Classification | | Dataset (including any stated split) | Food101 70% missing rate (test) | | Metric | Text 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 - [Text Accuracy](): Higher is better; unit: PERCENT. - [Image Accuracy](): Higher is better; unit: PERCENT. - [Multimodal Accuracy](): Higher is better; unit: PERCENT. - [Average Accuracy](): Higher is better; unit: PERCENT. ## Recorded results | Method | Text Accuracy | Result date | Report paper | | --- | --- | --- | --- | | AOEPT | 80.77 | Not recorded | 6a15290fdbd7150506f7de56 | | MemPrompt | 79.59 | Not recorded | 6a15290fdbd7150506f7de56 | | SyP | 79.56 | Not recorded | 6a15290fdbd7150506f7de56 | | RAGPT | 79.55 | Not recorded | 6a15290fdbd7150506f7de56 | | DCP | 78.87 | Not recorded | 6a15290fdbd7150506f7de56 | | MAPs | 76.52 | Not recorded | 6a15290fdbd7150506f7de56 | | LB (CLIP) | 74.12 | Not recorded | 6a15290fdbd7150506f7de56 | ### AOEPT Text Accuracy: 80.77. Result ID: 6a156543fbc373592c0d166a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"CLIP ViT-B/16","Missing Rate":"70%"}. This record does not assert independent reproduction. ### MemPrompt Text Accuracy: 79.59. Result ID: 6a156543fbc373592c0d1668. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"CLIP ViT-B/16","Missing Rate":"70%"}. This record does not assert independent reproduction. ### SyP Text Accuracy: 79.56. Result ID: 6a156543fbc373592c0d1669. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"CLIP ViT-B/16","Missing Rate":"70%"}. This record does not assert independent reproduction. ### RAGPT Text Accuracy: 79.55. Result ID: 6a156543fbc373592c0d1667. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"CLIP ViT-B/16","Missing Rate":"70%"}. This record does not assert independent reproduction. ### DCP Text Accuracy: 78.87. Result ID: 6a156543fbc373592c0d1666. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"CLIP ViT-B/16","Missing Rate":"70%"}. This record does not assert independent reproduction. ### MAPs Text Accuracy: 76.52. Result ID: 6a156543fbc373592c0d1665. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"CLIP ViT-B/16","Missing Rate":"70%"}. This record does not assert independent reproduction. ### LB (CLIP) Text Accuracy: 74.12. Result ID: 6a156543fbc373592c0d1664. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"CLIP ViT-B/16","Missing Rate":"70%"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.