# Image Classification on fMoW-RGB Source: [Image Classification on fMoW-RGB]() Collection index: [llms.txt]() Data updated: 2026-02-26T06:06:43.218Z Evaluation of Image Classification performance on the fMoW-RGB dataset, reporting Top-1 and Top-5 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) | fMoW-RGB | | Metric | Top-1 Acc | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 12 of 12 | | 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. - [Top-5 Acc](): Higher is better; unit: PERCENT. ## Recorded results | Method | Top-1 Acc | Result date | Report paper | | --- | --- | --- | --- | | Cross-Scale MAE | 69.2 | Not recorded | 68fa72011e209131cea54161 | | GASSL | 68.3 | Not recorded | 68fa72011e209131cea54161 | | SatMAE | 67.8 | Not recorded | 68fa72011e209131cea54161 | | Scale-MAE | 67.3 | Not recorded | 68fa72011e209131cea54161 | | SatMAE | 65.1 | Not recorded | 68fa72011e209131cea54161 | | Cross-Scale MAE | 63.2 | Not recorded | 68fa72011e209131cea54161 | | Scale-MAE | 62.3 | Not recorded | 68fa72011e209131cea54161 | | SeCo | 61.4 | Not recorded | 68fa72011e209131cea54161 | | SatMAE | 59.1 | Not recorded | 68fa72011e209131cea54161 | | SatMAE | 55.1 | Not recorded | 68fa72011e209131cea54161 | | SeCo | 50.8 | Not recorded | 68fa72011e209131cea54161 | | GASSL | 49.4 | Not recorded | 68fa72011e209131cea54161 | ### Cross-Scale MAE Top-1 Acc: 69.2. Result ID: 699214ba3a6c3148490c7486. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ViT-Base","Scale":"100%","Evaluation Protocol":"Linear classification fine-tuning"}. This record does not assert independent reproduction. ### GASSL Top-1 Acc: 68.3. Result ID: 699214ba3a6c3148490c747c. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"ResNet50","Scale":"100%","Evaluation Protocol":"Linear classification fine-tuning"}. This record does not assert independent reproduction. ### SatMAE Top-1 Acc: 67.8. Result ID: 699214ba3a6c3148490c7482. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ViT-Large","Scale":"100%","Evaluation Protocol":"Linear classification fine-tuning"}. This record does not assert independent reproduction. ### Scale-MAE Top-1 Acc: 67.3. Result ID: 699214ba3a6c3148490c7484. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ViT-Base","Scale":"100%","Evaluation Protocol":"Linear classification fine-tuning"}. This record does not assert independent reproduction. ### SatMAE Top-1 Acc: 65.1. Result ID: 699214ba3a6c3148490c7480. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ViT-Base","Scale":"100%","Evaluation Protocol":"Linear classification fine-tuning"}. This record does not assert independent reproduction. ### Cross-Scale MAE Top-1 Acc: 63.2. Result ID: 699214ba3a6c3148490c7485. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ViT-Base","Scale":"50%","Evaluation Protocol":"Linear classification fine-tuning"}. This record does not assert independent reproduction. ### Scale-MAE Top-1 Acc: 62.3. Result ID: 699214ba3a6c3148490c7483. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ViT-Base","Scale":"50%","Evaluation Protocol":"Linear classification fine-tuning"}. This record does not assert independent reproduction. ### SeCo Top-1 Acc: 61.4. Result ID: 699214ba3a6c3148490c747e. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ResNet50","Scale":"100%","Evaluation Protocol":"Linear classification fine-tuning"}. This record does not assert independent reproduction. ### SatMAE Top-1 Acc: 59.1. Result ID: 699214ba3a6c3148490c7481. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ViT-Large","Scale":"50%","Evaluation Protocol":"Linear classification fine-tuning"}. This record does not assert independent reproduction. ### SatMAE Top-1 Acc: 55.1. Result ID: 699214ba3a6c3148490c747f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ViT-Base","Scale":"50%","Evaluation Protocol":"Linear classification fine-tuning"}. This record does not assert independent reproduction. ### SeCo Top-1 Acc: 50.8. Result ID: 699214ba3a6c3148490c747d. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ResNet50","Scale":"50%","Evaluation Protocol":"Linear classification fine-tuning"}. This record does not assert independent reproduction. ### GASSL Top-1 Acc: 49.4. Result ID: 699214ba3a6c3148490c747b. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"ResNet50","Scale":"50%","Evaluation Protocol":"Linear classification fine-tuning"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.