# Image Classification on CIFAR-10 C1→C2 Source: [Image Classification on CIFAR-10 C1→C2]() Collection index: [llms.txt]() Data updated: 2026-06-02T09:24:48.988Z Evaluation of Image Classification performance on the CIFAR-10 C1→C2 dataset variant, reporting overall 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) | CIFAR-10 C1→C2 | | Metric | Accuracy | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 15 of 15 | | 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 | | --- | --- | --- | --- | | GraphATA | 59.3 | Not recorded | 6a1e638bdbd7150506f851b3 | | Ucon SFDA | 58.3 | Not recorded | 6a1e638bdbd7150506f851b3 | | GALA | 58.3 | Not recorded | 6a1e638bdbd7150506f851b3 | | SFDA LLN | 58.1 | Not recorded | 6a1e638bdbd7150506f851b3 | | S2PLR | 58 | Not recorded | 6a1e638bdbd7150506f851b3 | | SOGA | 57.9 | Not recorded | 6a1e638bdbd7150506f851b3 | | NVC\_LLN | 57.8 | Not recorded | 6a1e638bdbd7150506f851b3 | | SF(DA)2 | 57.7 | Not recorded | 6a1e638bdbd7150506f851b3 | | GraphCTA | 57.7 | Not recorded | 6a1e638bdbd7150506f851b3 | | GMT | 49.6 | Not recorded | 6a1e638bdbd7150506f851b3 | | CIN | 47.1 | Not recorded | 6a1e638bdbd7150506f851b3 | | PathNN | 44.5 | Not recorded | 6a1e638bdbd7150506f851b3 | | GCN | 44.1 | Not recorded | 6a1e638bdbd7150506f851b3 | | GIN | 42.4 | Not recorded | 6a1e638bdbd7150506f851b3 | | WL subtree | 9.9 | Not recorded | 6a1e638bdbd7150506f851b3 | ### GraphATA Accuracy: 59.3. Result ID: 6a1ea14dfbc373592c190a31. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Adaptation":"Source-free"}. This record does not assert independent reproduction. ### Ucon SFDA Accuracy: 58.3. Result ID: 6a1ea14dfbc373592c190a2d. [Reporting paper]() Recorded evaluation configuration: {"Adaptation":"Source-free"}. This record does not assert independent reproduction. ### GALA Accuracy: 58.3. Result ID: 6a1ea14dfbc373592c190a30. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Adaptation":"Source-free"}. This record does not assert independent reproduction. ### SFDA LLN Accuracy: 58.1. Result ID: 6a1ea14dfbc373592c190a2a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Adaptation":"Source-free"}. This record does not assert independent reproduction. ### S2PLR Accuracy: 58. Result ID: 6a1ea14dfbc373592c190a32. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Adaptation":"Source-free"}. This record does not assert independent reproduction. ### SOGA Accuracy: 57.9. Result ID: 6a1ea14dfbc373592c190a2e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Adaptation":"Source-free"}. This record does not assert independent reproduction. ### NVC\_LLN Accuracy: 57.8. Result ID: 6a1ea14dfbc373592c190a2c. [Reporting paper]() Recorded evaluation configuration: {"Adaptation":"Source-free"}. This record does not assert independent reproduction. ### SF(DA)2 Accuracy: 57.7. Result ID: 6a1ea14dfbc373592c190a2b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Adaptation":"Source-free"}. This record does not assert independent reproduction. ### GraphCTA Accuracy: 57.7. Result ID: 6a1ea14dfbc373592c190a2f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Adaptation":"Source-free"}. This record does not assert independent reproduction. ### GMT Accuracy: 49.6. Result ID: 6a1ea14dfbc373592c190a27. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Adaptation":"Source-only"}. This record does not assert independent reproduction. ### CIN Accuracy: 47.1. Result ID: 6a1ea14dfbc373592c190a28. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Adaptation":"Source-only"}. This record does not assert independent reproduction. ### PathNN Accuracy: 44.5. Result ID: 6a1ea14dfbc373592c190a29. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Adaptation":"Source-only"}. This record does not assert independent reproduction. ### GCN Accuracy: 44.1. Result ID: 6a1ea14dfbc373592c190a25. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Adaptation":"Source-only"}. This record does not assert independent reproduction. ### GIN Accuracy: 42.4. Result ID: 6a1ea14dfbc373592c190a26. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Adaptation":"Source-only"}. This record does not assert independent reproduction. ### WL subtree Accuracy: 9.9. Result ID: 6a1ea14dfbc373592c190a24. [Reporting paper]() Recorded evaluation configuration: {"Adaptation":"Source-only"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.