# Image Classification on MCI Overall Source: [Image Classification on MCI Overall]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:32:47.763Z Evaluation of Image Classification performance on the MCI Overall dataset configuration. 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) | MCI Overall | | 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. - [Delta CAP](): Higher is better; unit: SCALAR. ## Recorded results | Method | Accuracy | Result date | Report paper | | --- | --- | --- | --- | | FT:pretrained | 74.38 | Not recorded | 6992a4629ebc499c97406b04 | | FT:scratch | 67.44 | Not recorded | 6992a4629ebc499c97406b04 | | CAP | 67.16 | Not recorded | 6992a4629ebc499c97406b04 | | CAP | 65.27 | Not recorded | 6992a4629ebc499c97406b04 | | CAP | 64.48 | Not recorded | 6992a4629ebc499c97406b04 | | CAP | 63.03 | Not recorded | 6992a4629ebc499c97406b04 | | CAP | 55.71 | Not recorded | 6992a4629ebc499c97406b04 | | CAP | 53.63 | Not recorded | 6992a4629ebc499c97406b04 | | JFE+JAP | 53.33 | Not recorded | 6992a4629ebc499c97406b04 | | JFE+JAP | 51.26 | Not recorded | 6992a4629ebc499c97406b04 | | JFE+JAP | 50.26 | Not recorded | 6992a4629ebc499c97406b04 | | JFE+JAP | 50.07 | Not recorded | 6992a4629ebc499c97406b04 | | JFE+JAP | 48.52 | Not recorded | 6992a4629ebc499c97406b04 | | JFE+JAP | 44.1 | Not recorded | 6992a4629ebc499c97406b04 | ### FT:pretrained Accuracy: 74.38. Result ID: 699a517b5698665ec4d91069. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Protocol":"Fine-Tuning","Backbone":"IC-ViT"}. This record does not assert independent reproduction. ### FT:scratch Accuracy: 67.44. Result ID: 699a517b5698665ec4d91068. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Evaluation Protocol":"Fine-Tuning","Backbone":"DiChaViT"}. This record does not assert independent reproduction. ### CAP Accuracy: 67.16. Result ID: 699a517b5698665ec4d91067. [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: 65.27. Result ID: 699a517b5698665ec4d91065. [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: 64.48. Result ID: 699a517b5698665ec4d91064. [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: 63.03. Result ID: 699a517b5698665ec4d91066. [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: 55.71. Result ID: 699a517b5698665ec4d91063. [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. ### CAP Accuracy: 53.63. Result ID: 699a517b5698665ec4d91062. [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: 53.33. Result ID: 699a517b5698665ec4d91061. [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: 51.26. Result ID: 699a517b5698665ec4d9105f. [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: 50.26. Result ID: 699a517b5698665ec4d9105e. [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: 50.07. Result ID: 699a517b5698665ec4d91060. [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: 48.52. Result ID: 699a517b5698665ec4d9105d. [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: 44.1. Result ID: 699a517b5698665ec4d9105c. [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.