# Image Classification on OfficeHome Clipart domain Source: [Image Classification on OfficeHome Clipart domain]() Collection index: [llms.txt]() Data updated: 2026-06-23T10:44:12.203Z Evaluation of Image Classification performance specifically on the Clipart domain subset of the OfficeHome 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) | OfficeHome Clipart domain | | Metric | Accuracy | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 28 of 28 | | 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 | | --- | --- | --- | --- | | Tent+SAFER-A | 51.83 | Not recorded | 6a3a1383206542251d7c758a | | Tent | 51.43 | Not recorded | 6a3a1383206542251d7c758a | | Tent+SAFER | 51.04 | Not recorded | 6a3a1383206542251d7c758a | | EATA | 49.6 | Not recorded | 6a3a1383206542251d7c758a | | ERM | 49 | Not recorded | 6a3a1383206542251d7c758a | | TSD | 48.1 | Not recorded | 6a3a1383206542251d7c758a | | Tent+MedBN | 47.96 | Not recorded | 6a3a1383206542251d7c758a | | TeSLA | 47.28 | Not recorded | 6a3a1383206542251d7c758a | | Tent+SAFER | 46.1 | Not recorded | 6a3a1383206542251d7c758a | | TSD+SAFER-A | 46.09 | Not recorded | 6a3a1383206542251d7c758a | | TSD+SAFER | 44.5 | Not recorded | 6a3a1383206542251d7c758a | | PL | 39.12 | Not recorded | 6a3a1383206542251d7c758a | | TSD+SAFER | 38.06 | Not recorded | 6a3a1383206542251d7c758a | | PL+SAFER-A | 36.77 | Not recorded | 6a3a1383206542251d7c758a | | Robust ERM | 35.57 | Not recorded | 6a3a1383206542251d7c758a | | Robust ERM | 35.54 | Not recorded | 6a3a1383206542251d7c758a | | PL+SAFER | 33.47 | Not recorded | 6a3a1383206542251d7c758a | | Tent+SAFER-A | 32.01 | Not recorded | 6a3a1383206542251d7c758a | | TSD+SAFER-A | 30.44 | Not recorded | 6a3a1383206542251d7c758a | | PL+SAFER | 30.1 | Not recorded | 6a3a1383206542251d7c758a | | TeSLA | 29.37 | Not recorded | 6a3a1383206542251d7c758a | | PL+SAFER-A | 20.66 | Not recorded | 6a3a1383206542251d7c758a | | Tent+MedBN | 14.24 | Not recorded | 6a3a1383206542251d7c758a | | TSD | 12.09 | Not recorded | 6a3a1383206542251d7c758a | | EATA | 11.96 | Not recorded | 6a3a1383206542251d7c758a | | Tent | 11.66 | Not recorded | 6a3a1383206542251d7c758a | | PL | 11.42 | Not recorded | 6a3a1383206542251d7c758a | | ERM | 8.71 | Not recorded | 6a3a1383206542251d7c758a | ### Tent+SAFER-A Accuracy: 51.83. Result ID: 6a3a636afbc373592c37149a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Attack Rate":"0%"}. This record does not assert independent reproduction. ### Tent Accuracy: 51.43. Result ID: 6a3a636afbc373592c371494. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Attack Rate":"0%"}. This record does not assert independent reproduction. ### Tent+SAFER Accuracy: 51.04. Result ID: 6a3a636afbc373592c371498. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Attack Rate":"0%"}. This record does not assert independent reproduction. ### EATA Accuracy: 49.6. Result ID: 6a3a636afbc373592c371492. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Attack Rate":"0%"}. This record does not assert independent reproduction. ### ERM Accuracy: 49. Result ID: 6a3a636afbc373592c37148c. [Reporting paper]() Recorded evaluation configuration: {"Attack Rate":"0%"}. This record does not assert independent reproduction. ### TSD Accuracy: 48.1. Result ID: 6a3a636afbc373592c3714a2. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Attack Rate":"0%"}. This record does not assert independent reproduction. ### Tent+MedBN Accuracy: 47.96. Result ID: 6a3a636afbc373592c371496. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Attack Rate":"0%"}. This record does not assert independent reproduction. ### TeSLA Accuracy: 47.28. Result ID: 6a3a636afbc373592c371490. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Attack Rate":"0%"}. This record does not assert independent reproduction. ### Tent+SAFER Accuracy: 46.1. Result ID: 6a3a636afbc373592c371499. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Attack Rate":"100%"}. This record does not assert independent reproduction. ### TSD+SAFER-A Accuracy: 46.09. Result ID: 6a3a636afbc373592c3714a6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Attack Rate":"0%"}. This record does not assert independent reproduction. ### TSD+SAFER Accuracy: 44.5. Result ID: 6a3a636afbc373592c3714a4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Attack Rate":"0%"}. This record does not assert independent reproduction. ### PL Accuracy: 39.12. Result ID: 6a3a636afbc373592c37149c. [Reporting paper]() Recorded evaluation configuration: {"Attack Rate":"0%"}. This record does not assert independent reproduction. ### TSD+SAFER Accuracy: 38.06. Result ID: 6a3a636afbc373592c3714a5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Attack Rate":"100%"}. This record does not assert independent reproduction. ### PL+SAFER-A Accuracy: 36.77. Result ID: 6a3a636afbc373592c3714a0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Attack Rate":"0%"}. This record does not assert independent reproduction. ### Robust ERM Accuracy: 35.57. Result ID: 6a3a636afbc373592c37148f. [Reporting paper]() Recorded evaluation configuration: {"Attack Rate":"100%"}. This record does not assert independent reproduction. ### Robust ERM Accuracy: 35.54. Result ID: 6a3a636afbc373592c37148e. [Reporting paper]() Recorded evaluation configuration: {"Attack Rate":"0%"}. This record does not assert independent reproduction. ### PL+SAFER Accuracy: 33.47. Result ID: 6a3a636afbc373592c37149e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Attack Rate":"0%"}. This record does not assert independent reproduction. ### Tent+SAFER-A Accuracy: 32.01. Result ID: 6a3a636afbc373592c37149b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Attack Rate":"100%"}. This record does not assert independent reproduction. ### TSD+SAFER-A Accuracy: 30.44. Result ID: 6a3a636afbc373592c3714a7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Attack Rate":"100%"}. This record does not assert independent reproduction. ### PL+SAFER Accuracy: 30.1. Result ID: 6a3a636afbc373592c37149f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Attack Rate":"100%"}. This record does not assert independent reproduction. ### TeSLA Accuracy: 29.37. Result ID: 6a3a636afbc373592c371491. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Attack Rate":"100%"}. This record does not assert independent reproduction. ### PL+SAFER-A Accuracy: 20.66. Result ID: 6a3a636afbc373592c3714a1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Attack Rate":"100%"}. This record does not assert independent reproduction. ### Tent+MedBN Accuracy: 14.24. Result ID: 6a3a636afbc373592c371497. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Attack Rate":"100%"}. This record does not assert independent reproduction. ### TSD Accuracy: 12.09. Result ID: 6a3a636afbc373592c3714a3. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Attack Rate":"100%"}. This record does not assert independent reproduction. ### EATA Accuracy: 11.96. Result ID: 6a3a636afbc373592c371493. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Attack Rate":"100%"}. This record does not assert independent reproduction. ### Tent Accuracy: 11.66. Result ID: 6a3a636afbc373592c371495. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Attack Rate":"100%"}. This record does not assert independent reproduction. ### PL Accuracy: 11.42. Result ID: 6a3a636afbc373592c37149d. [Reporting paper]() Recorded evaluation configuration: {"Attack Rate":"100%"}. This record does not assert independent reproduction. ### ERM Accuracy: 8.71. Result ID: 6a3a636afbc373592c37148d. [Reporting paper]() Recorded evaluation configuration: {"Attack Rate":"100%"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.