# Image Classification on ImageNet modified Source: [Image Classification on ImageNet modified]() Collection index: [llms.txt]() Data updated: 2026-07-07T10:04:58.034Z Evaluation of Image Classification performance on the modified ImageNet dataset, reporting standard 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 modified | | Metric | Accuracy | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 10 of 10 | | 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 | | --- | --- | --- | --- | | FGSM | 88.2 | Not recorded | 6a4c882b85dba69fef8b2aa6 | | BIM | 83.9 | Not recorded | 6a4c882b85dba69fef8b2aa6 | | FGSM | 83.5 | Not recorded | 6a4c882b85dba69fef8b2aa6 | | BIM | 82.8 | Not recorded | 6a4c882b85dba69fef8b2aa6 | | BinIM | 68.3 | Not recorded | 6a4c882b85dba69fef8b2aa6 | | BinIM | 66.8 | Not recorded | 6a4c882b85dba69fef8b2aa6 | | VAM | 62.8 | Not recorded | 6a4c882b85dba69fef8b2aa6 | | FGSM | 35.6 | Not recorded | 6a4c882b85dba69fef8b2aa6 | | BIM | 2.52 | Not recorded | 6a4c882b85dba69fef8b2aa6 | | BinIM | 0.9 | Not recorded | 6a4c882b85dba69fef8b2aa6 | ### FGSM Accuracy: 88.2. Result ID: 6a4ccf3460b88bb339ca318d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Inception\_V2"}. This record does not assert independent reproduction. ### BIM Accuracy: 83.9. Result ID: 6a4ccf3460b88bb339ca3190. [Reporting paper]() Recorded evaluation configuration: {"Model":"Inception\_V2"}. This record does not assert independent reproduction. ### FGSM Accuracy: 83.5. Result ID: 6a4ccf3460b88bb339ca318e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Resnet\_V2\_152"}. This record does not assert independent reproduction. ### BIM Accuracy: 82.8. Result ID: 6a4ccf3460b88bb339ca3191. [Reporting paper]() Recorded evaluation configuration: {"Model":"Resnet\_V2\_152"}. This record does not assert independent reproduction. ### BinIM Accuracy: 68.3. Result ID: 6a4ccf3460b88bb339ca3194. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Inception\_V2"}. This record does not assert independent reproduction. ### BinIM Accuracy: 66.8. Result ID: 6a4ccf3460b88bb339ca3195. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Resnet\_V2\_152"}. This record does not assert independent reproduction. ### VAM Accuracy: 62.8. Result ID: 6a4ccf3460b88bb339ca3192. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Inception\_V3"}. This record does not assert independent reproduction. ### FGSM Accuracy: 35.6. Result ID: 6a4ccf3460b88bb339ca318c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Inception\_V3"}. This record does not assert independent reproduction. ### BIM Accuracy: 2.52. Result ID: 6a4ccf3460b88bb339ca318f. [Reporting paper]() Recorded evaluation configuration: {"Model":"Inception\_V3"}. This record does not assert independent reproduction. ### BinIM Accuracy: 0.9. Result ID: 6a4ccf3460b88bb339ca3193. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Inception\_V3"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.