# Image Classification on ImageNet-ES-Diverse Source: [Image Classification on ImageNet-ES-Diverse]() Collection index: [llms.txt]() Data updated: 2026-02-26T06:06:48.201Z Evaluation of Image Classification performance on the ImageNet-ES-Diverse dataset, typically measured using Top-1 Accuracy. 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-ES-Diverse | | Metric | Top-1 Acc | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 28 of 28 | | 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 Acc](): Higher is better; unit: PERCENT. ## Recorded results | Method | Top-1 Acc | Result date | Report paper | | --- | --- | --- | --- | | MVP | 67.28 | Not recorded | 6940e779456146936284f68e | | CoOp | 65.15 | Not recorded | 6940e779456146936284f68e | | MTA | 65.08 | Not recorded | 6940e779456146936284f68e | | TPT | 64.9 | Not recorded | 6940e779456146936284f68e | | PromptAlign | 64.9 | Not recorded | 6940e779456146936284f68e | | TDA | 64.85 | Not recorded | 6940e779456146936284f68e | | C-TPT | 64.72 | Not recorded | 6940e779456146936284f68e | | MaPLe | 64.68 | Not recorded | 6940e779456146936284f68e | | ZERO | 64.67 | Not recorded | 6940e779456146936284f68e | | O-TPT | 64.63 | Not recorded | 6940e779456146936284f68e | | CLIP | 61.13 | Not recorded | 6940e779456146936284f68e | | MTA | 41.7 | Not recorded | 6940e779456146936284f68e | | PromptAlign | 41.51 | Not recorded | 6940e779456146936284f68e | | MTA | 41.33 | Not recorded | 6940e779456146936284f68e | | TPT | 41.2 | Not recorded | 6940e779456146936284f68e | | PromptAlign | 41.04 | Not recorded | 6940e779456146936284f68e | | TDA | 40.83 | Not recorded | 6940e779456146936284f68e | | TPT | 40.82 | Not recorded | 6940e779456146936284f68e | | TDA | 40.78 | Not recorded | 6940e779456146936284f68e | | CoOp | 40.47 | Not recorded | 6940e779456146936284f68e | | ZERO | 39.91 | Not recorded | 6940e779456146936284f68e | | C-TPT | 39.88 | Not recorded | 6940e779456146936284f68e | | ZERO | 39.8 | Not recorded | 6940e779456146936284f68e | | MaPLe | 39.47 | Not recorded | 6940e779456146936284f68e | | O-TPT | 39.14 | Not recorded | 6940e779456146936284f68e | | C-TPT | 39.09 | Not recorded | 6940e779456146936284f68e | | O-TPT | 38.47 | Not recorded | 6940e779456146936284f68e | | CLIP | 37.65 | Not recorded | 6940e779456146936284f68e | ### MVP Top-1 Acc: 67.28. Result ID: 69984ecf5698665ec4ac4b65. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"AE + Photo Aug.\*":true,"Backbone":"ViT-B/16"}. This record does not assert independent reproduction. ### CoOp Top-1 Acc: 65.15. Result ID: 69984ecf5698665ec4ac4b4d. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"with Lens":true,"Backbone":"ViT-B/16"}. This record does not assert independent reproduction. ### MTA Top-1 Acc: 65.08. Result ID: 69984ecf5698665ec4ac4b5e. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"with Lens":true,"Backbone":"ViT-B/16"}. This record does not assert independent reproduction. ### TPT Top-1 Acc: 64.9. Result ID: 69984ecf5698665ec4ac4b52. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"with Lens":true,"Backbone":"ViT-B/16"}. This record does not assert independent reproduction. ### PromptAlign Top-1 Acc: 64.9. Result ID: 69984ecf5698665ec4ac4b55. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"with Lens":true,"Backbone":"ViT-B/16"}. This record does not assert independent reproduction. ### TDA Top-1 Acc: 64.85. Result ID: 69984ecf5698665ec4ac4b61. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"with Lens":true,"Backbone":"ViT-B/16"}. This record does not assert independent reproduction. ### C-TPT Top-1 Acc: 64.72. Result ID: 69984ecf5698665ec4ac4b58. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"with Lens":true,"Backbone":"ViT-B/16"}. This record does not assert independent reproduction. ### MaPLe Top-1 Acc: 64.68. Result ID: 69984ecf5698665ec4ac4b4f. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"with Lens":true,"Backbone":"ViT-B/16"}. This record does not assert independent reproduction. ### ZERO Top-1 Acc: 64.67. Result ID: 69984ecf5698665ec4ac4b64. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"with Lens":true,"Backbone":"ViT-B/16"}. This record does not assert independent reproduction. ### O-TPT Top-1 Acc: 64.63. Result ID: 69984ecf5698665ec4ac4b5b. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"with Lens":true,"Backbone":"ViT-B/16"}. This record does not assert independent reproduction. ### CLIP Top-1 Acc: 61.13. Result ID: 69984ecf5698665ec4ac4b4b. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"with Lens":true,"Backbone":"ViT-B/16"}. This record does not assert independent reproduction. ### MTA Top-1 Acc: 41.7. Result ID: 69984ecf5698665ec4ac4b5c. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Auto Exposure (AE)":true,"Backbone":"ViT-B/16"}. This record does not assert independent reproduction. ### PromptAlign Top-1 Acc: 41.51. Result ID: 69984ecf5698665ec4ac4b53. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Auto Exposure (AE)":true,"Backbone":"ViT-B/16"}. This record does not assert independent reproduction. ### MTA Top-1 Acc: 41.33. Result ID: 69984ecf5698665ec4ac4b5d. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"AE + Photo Aug.\*":true,"Backbone":"ViT-B/16"}. This record does not assert independent reproduction. ### TPT Top-1 Acc: 41.2. Result ID: 69984ecf5698665ec4ac4b50. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Auto Exposure (AE)":true,"Backbone":"ViT-B/16"}. This record does not assert independent reproduction. ### PromptAlign Top-1 Acc: 41.04. Result ID: 69984ecf5698665ec4ac4b54. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"AE + Photo Aug.\*":true,"Backbone":"ViT-B/16"}. This record does not assert independent reproduction. ### TDA Top-1 Acc: 40.83. Result ID: 69984ecf5698665ec4ac4b60. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"AE + Photo Aug.\*":true,"Backbone":"ViT-B/16"}. This record does not assert independent reproduction. ### TPT Top-1 Acc: 40.82. Result ID: 69984ecf5698665ec4ac4b51. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"AE + Photo Aug.\*":true,"Backbone":"ViT-B/16"}. This record does not assert independent reproduction. ### TDA Top-1 Acc: 40.78. Result ID: 69984ecf5698665ec4ac4b5f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Auto Exposure (AE)":true,"Backbone":"ViT-B/16"}. This record does not assert independent reproduction. ### CoOp Top-1 Acc: 40.47. Result ID: 69984ecf5698665ec4ac4b4c. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Auto Exposure (AE)":true,"Backbone":"ViT-B/16"}. This record does not assert independent reproduction. ### ZERO Top-1 Acc: 39.91. Result ID: 69984ecf5698665ec4ac4b62. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Auto Exposure (AE)":true,"Backbone":"ViT-B/16"}. This record does not assert independent reproduction. ### C-TPT Top-1 Acc: 39.88. Result ID: 69984ecf5698665ec4ac4b56. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Auto Exposure (AE)":true,"Backbone":"ViT-B/16"}. This record does not assert independent reproduction. ### ZERO Top-1 Acc: 39.8. Result ID: 69984ecf5698665ec4ac4b63. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"AE + Photo Aug.\*":true,"Backbone":"ViT-B/16"}. This record does not assert independent reproduction. ### MaPLe Top-1 Acc: 39.47. Result ID: 69984ecf5698665ec4ac4b4e. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Auto Exposure (AE)":true,"Backbone":"ViT-B/16"}. This record does not assert independent reproduction. ### O-TPT Top-1 Acc: 39.14. Result ID: 69984ecf5698665ec4ac4b59. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Auto Exposure (AE)":true,"Backbone":"ViT-B/16"}. This record does not assert independent reproduction. ### C-TPT Top-1 Acc: 39.09. Result ID: 69984ecf5698665ec4ac4b57. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"AE + Photo Aug.\*":true,"Backbone":"ViT-B/16"}. This record does not assert independent reproduction. ### O-TPT Top-1 Acc: 38.47. Result ID: 69984ecf5698665ec4ac4b5a. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"AE + Photo Aug.\*":true,"Backbone":"ViT-B/16"}. This record does not assert independent reproduction. ### CLIP Top-1 Acc: 37.65. Result ID: 69984ecf5698665ec4ac4b4a. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Auto Exposure (AE)":true,"Backbone":"ViT-B/16"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.