# Image Classification on Spawrious many-to-many easy (test) Source: [Image Classification on Spawrious many-to-many easy (test)]() Collection index: [llms.txt]() Data updated: 2026-07-01T08:45:18.608Z Evaluation of Image Classification performance on the test split of the Spawrious dataset, specifically focusing on the Many-to-Many (M2M) Easy difficulty subset, reporting WGA and 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) | Spawrious many-to-many easy (test) | | Metric | WGA | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 11 of 11 | | 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 - [WGA](): Higher is better; unit: PERCENT. - [Accuracy](): Higher is better; unit: PERCENT. ## Recorded results | Method | WGA | Result date | Report paper | | --- | --- | --- | --- | | AutoBackSwap | 92.6 | Not recorded | 6a449f0be0224bd4f4993061 | | CLIP | 92.4 | Not recorded | 6a449f0be0224bd4f4993061 | | Chang et al. | 89.5 | Not recorded | 6a449f0be0224bd4f4993061 | | QWEN3-VL | 85.7 | Not recorded | 6a449f0be0224bd4f4993061 | | CORAL | 81.4 | Not recorded | 6a449f0be0224bd4f4993061 | | ERM | 81.1 | Not recorded | 6a449f0be0224bd4f4993061 | | Group DRO | 77.6 | Not recorded | 6a449f0be0224bd4f4993061 | | DFR | 75.8 | Not recorded | 6a449f0be0224bd4f4993061 | | AFR | 71.4 | Not recorded | 6a449f0be0224bd4f4993061 | | SAM3 | 59.7 | Not recorded | 6a449f0be0224bd4f4993061 | | ERM | 50.9 | Not recorded | 6a449f0be0224bd4f4993061 | ### AutoBackSwap WGA: 92.6. Result ID: 6a44d39c73d097d845bfb55d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### CLIP WGA: 92.4. Result ID: 6a44d39c73d097d845bfb55f. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"zero-shot":"true"}. This record does not assert independent reproduction. ### Chang et al. WGA: 89.5. Result ID: 6a44d39c73d097d845bfb55c. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### QWEN3-VL WGA: 85.7. Result ID: 6a44d39c73d097d845bfb560. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"zero-shot":"true"}. This record does not assert independent reproduction. ### CORAL WGA: 81.4. Result ID: 6a44d39c73d097d845bfb55b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### ERM WGA: 81.1. Result ID: 6a44d39c73d097d845bfb556. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Group DRO WGA: 77.6. Result ID: 6a44d39c73d097d845bfb55a. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### DFR WGA: 75.8. Result ID: 6a44d39c73d097d845bfb558. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### AFR WGA: 71.4. Result ID: 6a44d39c73d097d845bfb559. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### SAM3 WGA: 59.7. Result ID: 6a44d39c73d097d845bfb55e. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"zero-shot":"true"}. This record does not assert independent reproduction. ### ERM WGA: 50.9. Result ID: 6a44d39c73d097d845bfb557. [Reporting paper]() Recorded evaluation configuration: {"augmentation":"heavy"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.