# Image Classification on CHAMMI Source: [Image Classification on CHAMMI]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:32:47.720Z Evaluation of Image Classification performance on the CHAMMI dataset. 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) | CHAMMI | | Metric | Accuracy | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 14 of 14 | | 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. ## Recorded results | Method | Accuracy | Result date | Report paper | | --- | --- | --- | --- | | FT:pretrained | 72.61 | Not recorded | 6992a4629ebc499c97406b04 | | CAP | 70.67 | Not recorded | 6992a4629ebc499c97406b04 | | CAP | 70.51 | Not recorded | 6992a4629ebc499c97406b04 | | FT:scratch | 69.77 | Not recorded | 6992a4629ebc499c97406b04 | | CAP | 69.75 | Not recorded | 6992a4629ebc499c97406b04 | | CAP | 69.68 | Not recorded | 6992a4629ebc499c97406b04 | | CAP | 68.9 | Not recorded | 6992a4629ebc499c97406b04 | | CAP | 65.16 | Not recorded | 6992a4629ebc499c97406b04 | | JFE+JAP | 56.41 | Not recorded | 6992a4629ebc499c97406b04 | | JFE+JAP | 56.03 | Not recorded | 6992a4629ebc499c97406b04 | | JFE+JAP | 54.18 | Not recorded | 6992a4629ebc499c97406b04 | | JFE+JAP | 53.92 | Not recorded | 6992a4629ebc499c97406b04 | | JFE+JAP | 52.02 | Not recorded | 6992a4629ebc499c97406b04 | | JFE+JAP | 44.21 | Not recorded | 6992a4629ebc499c97406b04 | ### FT:pretrained Accuracy: 72.61. Result ID: 699a517b5698665ec4d9103f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Protocol":"Fine-Tuning","Backbone":"IC-ViT"}. This record does not assert independent reproduction. ### CAP Accuracy: 70.67. Result ID: 699a517b5698665ec4d9103b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Pooling architecture (g)":"mab","Evaluation Protocol":"Probing","Backbone":"IC-ViT"}. This record does not assert independent reproduction. ### CAP Accuracy: 70.51. Result ID: 699a517b5698665ec4d91039. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Pooling architecture (g)":"abmilp","Evaluation Protocol":"Probing","Backbone":"IC-ViT"}. This record does not assert independent reproduction. ### FT:scratch Accuracy: 69.77. Result ID: 699a517b5698665ec4d9103e. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Evaluation Protocol":"Fine-Tuning","Backbone":"DiChaViT"}. This record does not assert independent reproduction. ### CAP Accuracy: 69.75. Result ID: 699a517b5698665ec4d9103d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Pooling architecture (g)":"protobin","Evaluation Protocol":"Probing","Backbone":"IC-ViT"}. This record does not assert independent reproduction. ### CAP Accuracy: 69.68. Result ID: 699a517b5698665ec4d9103a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Pooling architecture (g)":"ep","Evaluation Protocol":"Probing","Backbone":"IC-ViT"}. This record does not assert independent reproduction. ### CAP Accuracy: 68.9. Result ID: 699a517b5698665ec4d9103c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Pooling architecture (g)":"mhca","Evaluation Protocol":"Probing","Backbone":"IC-ViT"}. This record does not assert independent reproduction. ### CAP Accuracy: 65.16. Result ID: 699a517b5698665ec4d91038. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Pooling architecture (g)":"simpool","Evaluation Protocol":"Probing","Backbone":"IC-ViT"}. This record does not assert independent reproduction. ### JFE+JAP Accuracy: 56.41. Result ID: 699a517b5698665ec4d91037. [Reporting paper]() Recorded evaluation configuration: {"Pooling architecture (g)":"protobin","Evaluation Protocol":"Probing","Backbone":"IC-ViT"}. This record does not assert independent reproduction. ### JFE+JAP Accuracy: 56.03. Result ID: 699a517b5698665ec4d91035. [Reporting paper]() Recorded evaluation configuration: {"Pooling architecture (g)":"mab","Evaluation Protocol":"Probing","Backbone":"IC-ViT"}. This record does not assert independent reproduction. ### JFE+JAP Accuracy: 54.18. Result ID: 699a517b5698665ec4d91036. [Reporting paper]() Recorded evaluation configuration: {"Pooling architecture (g)":"mhca","Evaluation Protocol":"Probing","Backbone":"IC-ViT"}. This record does not assert independent reproduction. ### JFE+JAP Accuracy: 53.92. Result ID: 699a517b5698665ec4d91034. [Reporting paper]() Recorded evaluation configuration: {"Pooling architecture (g)":"ep","Evaluation Protocol":"Probing","Backbone":"IC-ViT"}. This record does not assert independent reproduction. ### JFE+JAP Accuracy: 52.02. Result ID: 699a517b5698665ec4d91033. [Reporting paper]() Recorded evaluation configuration: {"Pooling architecture (g)":"abmilp","Evaluation Protocol":"Probing","Backbone":"IC-ViT"}. This record does not assert independent reproduction. ### JFE+JAP Accuracy: 44.21. Result ID: 699a517b5698665ec4d91032. [Reporting paper]() Recorded evaluation configuration: {"Pooling architecture (g)":"simpool","Evaluation Protocol":"Probing","Backbone":"IC-ViT"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.