# Image Classification on ImageNet 1k (val) (Accuracy & Accuracy Gain) Source: [Image Classification on ImageNet 1k (val) (Accuracy & Accuracy Gain)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:30:15.168Z Evaluation of Image Classification performance on the validation split of the ImageNet 1k dataset, reporting standard accuracy and accuracy gain. 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) | ImageNet 1k (val) | | Metric | Accuracy | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 16 of 16 | | 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. - [Accuracy Gain](): Higher is better; unit: SCALAR. ## Recorded results | Method | Accuracy | Result date | Report paper | | --- | --- | --- | --- | | Multimodal Concept-based Explanations | 77.64 | Not recorded | 68fa764f1e209131cea6c525 | | Multimodal Concept-based Explanations | 76.74 | Not recorded | 68fa764f1e209131cea6c525 | | CLIP | 75.49 | Not recorded | 68fa764f1e209131cea6c525 | | CLIP | 74.69 | Not recorded | 68fa764f1e209131cea6c525 | | Multimodal Concept-based Explanations | 72.22 | Not recorded | 68fa764f1e209131cea6c525 | | Multimodal Concept-based Explanations | 70.28 | Not recorded | 68fa764f1e209131cea6c525 | | CLIP | 68.47 | Not recorded | 68fa764f1e209131cea6c525 | | Multimodal Concept-based Explanations | 67.93 | Not recorded | 68fa764f1e209131cea6c525 | | CLIP | 67.93 | Not recorded | 68fa764f1e209131cea6c525 | | Multimodal Concept-based Explanations | 65.58 | Not recorded | 68fa764f1e209131cea6c525 | | CLIP | 64.36 | Not recorded | 68fa764f1e209131cea6c525 | | Multimodal Concept-based Explanations | 64.14 | Not recorded | 68fa764f1e209131cea6c525 | | CLIP | 63.28 | Not recorded | 68fa764f1e209131cea6c525 | | Multimodal Concept-based Explanations | 61.85 | Not recorded | 68fa764f1e209131cea6c525 | | CLIP | 60.68 | Not recorded | 68fa764f1e209131cea6c525 | | CLIP | 59.54 | Not recorded | 68fa764f1e209131cea6c525 | ### Multimodal Concept-based Explanations Accuracy: 77.64. Result ID: 699438b03a6c3148491bda87. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ViT-L/14@336px","Zero-shot":true,"Multimodal explanation descriptors":true}. This record does not assert independent reproduction. ### Multimodal Concept-based Explanations Accuracy: 76.74. Result ID: 699438b03a6c3148491bda85. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ViT-L/14","Zero-shot":true,"Multimodal explanation descriptors":true}. This record does not assert independent reproduction. ### CLIP Accuracy: 75.49. Result ID: 699438b03a6c3148491bda86. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ViT-L/14@336px","Zero-shot":true,"Multimodal explanation descriptors":false}. This record does not assert independent reproduction. ### CLIP Accuracy: 74.69. Result ID: 699438b03a6c3148491bda84. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ViT-L/14","Zero-shot":true,"Multimodal explanation descriptors":false}. This record does not assert independent reproduction. ### Multimodal Concept-based Explanations Accuracy: 72.22. Result ID: 699438b03a6c3148491bda7d. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"RN50x16","Zero-shot":true,"Multimodal explanation descriptors":true}. This record does not assert independent reproduction. ### Multimodal Concept-based Explanations Accuracy: 70.28. Result ID: 699438b03a6c3148491bda81. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ViT-B/16","Zero-shot":true,"Multimodal explanation descriptors":true}. This record does not assert independent reproduction. ### CLIP Accuracy: 68.47. Result ID: 699438b03a6c3148491bda7c. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"RN50x16","Zero-shot":true,"Multimodal explanation descriptors":false}. This record does not assert independent reproduction. ### Multimodal Concept-based Explanations Accuracy: 67.93. Result ID: 699438b03a6c3148491bda7b. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"RN50x4","Zero-shot":true,"Multimodal explanation descriptors":true}. This record does not assert independent reproduction. ### CLIP Accuracy: 67.93. Result ID: 699438b03a6c3148491bda80. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ViT-B/16","Zero-shot":true,"Multimodal explanation descriptors":false}. This record does not assert independent reproduction. ### Multimodal Concept-based Explanations Accuracy: 65.58. Result ID: 699438b03a6c3148491bda83. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ViT-B/32","Zero-shot":true,"Multimodal explanation descriptors":true}. This record does not assert independent reproduction. ### CLIP Accuracy: 64.36. Result ID: 699438b03a6c3148491bda7a. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"RN50x4","Zero-shot":true,"Multimodal explanation descriptors":false}. This record does not assert independent reproduction. ### Multimodal Concept-based Explanations Accuracy: 64.14. Result ID: 699438b03a6c3148491bda7f. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"RN101","Zero-shot":true,"Multimodal explanation descriptors":true}. This record does not assert independent reproduction. ### CLIP Accuracy: 63.28. Result ID: 699438b03a6c3148491bda82. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ViT-B/32","Zero-shot":true,"Multimodal explanation descriptors":false}. This record does not assert independent reproduction. ### Multimodal Concept-based Explanations Accuracy: 61.85. Result ID: 699438b03a6c3148491bda79. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"RN50","Zero-shot":true,"Multimodal explanation descriptors":true}. This record does not assert independent reproduction. ### CLIP Accuracy: 60.68. Result ID: 699438b03a6c3148491bda7e. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"RN101","Zero-shot":true,"Multimodal explanation descriptors":false}. This record does not assert independent reproduction. ### CLIP Accuracy: 59.54. Result ID: 699438b03a6c3148491bda78. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"RN50","Zero-shot":true,"Multimodal explanation descriptors":false}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.