# Classification on GTSRB (Acc, AD) Source: [Classification on GTSRB (Acc, AD)]() Collection index: [llms.txt]() Data updated: 2026-06-23T11:27:43.201Z Evaluation of standard Classification performance on the GTSRB dataset, reporting Accuracy (Acc) and Attributional Difference (AD). 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 | Classification | | Dataset (including any stated split) | GTSRB | | Metric | Accuracy | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 32 of 32 | | 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. - [Attributional Difference (AD)](): Lower is better; unit: PERCENT. ## Recorded results | Method | Accuracy | Result date | Report paper | | --- | --- | --- | --- | | FedAS | 99.53 | Not recorded | 6a3a1367206542251d7c746b | | FedRep | 99.46 | Not recorded | 6a3a1367206542251d7c746b | | FedAS | 99.36 | Not recorded | 6a3a1367206542251d7c746b | | FedRep | 99.34 | Not recorded | 6a3a1367206542251d7c746b | | FedBN | 99.24 | Not recorded | 6a3a1367206542251d7c746b | | FedBN | 98.85 | Not recorded | 6a3a1367206542251d7c746b | | SCAFFOLD | 98.67 | Not recorded | 6a3a1367206542251d7c746b | | FedProx | 98.64 | Not recorded | 6a3a1367206542251d7c746b | | FedBABU | 98.42 | Not recorded | 6a3a1367206542251d7c746b | | FedBABU | 98.32 | Not recorded | 6a3a1367206542251d7c746b | | GPFL | 98.23 | Not recorded | 6a3a1367206542251d7c746b | | FedProx | 98.17 | Not recorded | 6a3a1367206542251d7c746b | | SCAFFOLD | 97.87 | Not recorded | 6a3a1367206542251d7c746b | | FedCAC | 97.81 | Not recorded | 6a3a1367206542251d7c746b | | GPFL | 97.54 | Not recorded | 6a3a1367206542251d7c746b | | FedBABU | 97.47 | Not recorded | 6a3a1367206542251d7c746b | | SCAFFOLD | 97.14 | Not recorded | 6a3a1367206542251d7c746b | | FedCAC | 97.07 | Not recorded | 6a3a1367206542251d7c746b | | FedAS | 97.06 | Not recorded | 6a3a1367206542251d7c746b | | FedBN | 96.83 | Not recorded | 6a3a1367206542251d7c746b | | FedRep | 96.79 | Not recorded | 6a3a1367206542251d7c746b | | FedProx | 95.77 | Not recorded | 6a3a1367206542251d7c746b | | FedCAC | 91.25 | Not recorded | 6a3a1367206542251d7c746b | | GPFL | 90.31 | Not recorded | 6a3a1367206542251d7c746b | | FedBABU | 54.68 | Not recorded | 6a3a1367206542251d7c746b | | FedCAC | 54.3 | Not recorded | 6a3a1367206542251d7c746b | | FedAS | 53.85 | Not recorded | 6a3a1367206542251d7c746b | | GPFL | 48.12 | Not recorded | 6a3a1367206542251d7c746b | | FedRep | 47.41 | Not recorded | 6a3a1367206542251d7c746b | | FedBN | 44.61 | Not recorded | 6a3a1367206542251d7c746b | | SCAFFOLD | 40.33 | Not recorded | 6a3a1367206542251d7c746b | | FedProx | 39.35 | Not recorded | 6a3a1367206542251d7c746b | ### FedAS Accuracy: 99.53. Result ID: 6a3a6d99fbc373592c37d41c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Framework":"Vanilla"}. This record does not assert independent reproduction. ### FedRep Accuracy: 99.46. Result ID: 6a3a6d99fbc373592c37d421. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Framework":"Vanilla"}. This record does not assert independent reproduction. ### FedAS Accuracy: 99.36. Result ID: 6a3a6d99fbc373592c37d424. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Framework":"Robustness-enhanced framework"}. This record does not assert independent reproduction. ### FedRep Accuracy: 99.34. Result ID: 6a3a6d99fbc373592c37d429. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Framework":"Robustness-enhanced framework"}. This record does not assert independent reproduction. ### FedBN Accuracy: 99.24. Result ID: 6a3a6d99fbc373592c37d426. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Framework":"Robustness-enhanced framework"}. This record does not assert independent reproduction. ### FedBN Accuracy: 98.85. Result ID: 6a3a6d99fbc373592c37d41e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Framework":"Vanilla"}. This record does not assert independent reproduction. ### SCAFFOLD Accuracy: 98.67. Result ID: 6a3a6d99fbc373592c37d42b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Framework":"Robustness-enhanced framework"}. This record does not assert independent reproduction. ### FedProx Accuracy: 98.64. Result ID: 6a3a6d99fbc373592c37d428. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Framework":"Robustness-enhanced framework"}. This record does not assert independent reproduction. ### FedBABU Accuracy: 98.42. Result ID: 6a3a6d99fbc373592c37d425. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Framework":"Robustness-enhanced framework"}. This record does not assert independent reproduction. ### FedBABU Accuracy: 98.32. Result ID: 6a3a6d99fbc373592c37d41d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Framework":"Vanilla"}. This record does not assert independent reproduction. ### GPFL Accuracy: 98.23. Result ID: 6a3a6d99fbc373592c37d422. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Framework":"Vanilla"}. This record does not assert independent reproduction. ### FedProx Accuracy: 98.17. Result ID: 6a3a6d99fbc373592c37d420. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Framework":"Vanilla"}. This record does not assert independent reproduction. ### SCAFFOLD Accuracy: 97.87. Result ID: 6a3a6d99fbc373592c37d423. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Framework":"Vanilla"}. This record does not assert independent reproduction. ### FedCAC Accuracy: 97.81. Result ID: 6a3a6d99fbc373592c37d41f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Framework":"Vanilla"}. This record does not assert independent reproduction. ### GPFL Accuracy: 97.54. Result ID: 6a3a6d99fbc373592c37d42a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Framework":"Robustness-enhanced framework"}. This record does not assert independent reproduction. ### FedBABU Accuracy: 97.47. Result ID: 6a3a6d99fbc373592c37d42d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Framework":"Robustness-enhanced framework + AT"}. This record does not assert independent reproduction. ### SCAFFOLD Accuracy: 97.14. Result ID: 6a3a6d99fbc373592c37d433. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Framework":"Robustness-enhanced framework + AT"}. This record does not assert independent reproduction. ### FedCAC Accuracy: 97.07. Result ID: 6a3a6d99fbc373592c37d427. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Framework":"Robustness-enhanced framework"}. This record does not assert independent reproduction. ### FedAS Accuracy: 97.06. Result ID: 6a3a6d99fbc373592c37d42c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Framework":"Robustness-enhanced framework + AT"}. This record does not assert independent reproduction. ### FedBN Accuracy: 96.83. Result ID: 6a3a6d99fbc373592c37d42e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Framework":"Robustness-enhanced framework + AT"}. This record does not assert independent reproduction. ### FedRep Accuracy: 96.79. Result ID: 6a3a6d99fbc373592c37d431. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Framework":"Robustness-enhanced framework + AT"}. This record does not assert independent reproduction. ### FedProx Accuracy: 95.77. Result ID: 6a3a6d99fbc373592c37d430. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Framework":"Robustness-enhanced framework + AT"}. This record does not assert independent reproduction. ### FedCAC Accuracy: 91.25. Result ID: 6a3a6d99fbc373592c37d42f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Framework":"Robustness-enhanced framework + AT"}. This record does not assert independent reproduction. ### GPFL Accuracy: 90.31. Result ID: 6a3a6d99fbc373592c37d432. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Framework":"Robustness-enhanced framework + AT"}. This record does not assert independent reproduction. ### FedBABU Accuracy: 54.68. Result ID: 6a3a6d99fbc373592c37d435. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Framework":"Robustness-enhanced framework + AT + RS"}. This record does not assert independent reproduction. ### FedCAC Accuracy: 54.3. Result ID: 6a3a6d99fbc373592c37d437. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Framework":"Robustness-enhanced framework + AT + RS"}. This record does not assert independent reproduction. ### FedAS Accuracy: 53.85. Result ID: 6a3a6d99fbc373592c37d434. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Framework":"Robustness-enhanced framework + AT + RS"}. This record does not assert independent reproduction. ### GPFL Accuracy: 48.12. Result ID: 6a3a6d99fbc373592c37d43a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Framework":"Robustness-enhanced framework + AT + RS"}. This record does not assert independent reproduction. ### FedRep Accuracy: 47.41. Result ID: 6a3a6d99fbc373592c37d439. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Framework":"Robustness-enhanced framework + AT + RS"}. This record does not assert independent reproduction. ### FedBN Accuracy: 44.61. Result ID: 6a3a6d99fbc373592c37d436. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Framework":"Robustness-enhanced framework + AT + RS"}. This record does not assert independent reproduction. ### SCAFFOLD Accuracy: 40.33. Result ID: 6a3a6d99fbc373592c37d43b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Framework":"Robustness-enhanced framework + AT + RS"}. This record does not assert independent reproduction. ### FedProx Accuracy: 39.35. Result ID: 6a3a6d99fbc373592c37d438. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Framework":"Robustness-enhanced framework + AT + RS"}. This record does not assert independent reproduction. 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