# Classification on aloi (clf-acc) Source: [Classification on aloi (clf-acc)]() Collection index: [llms.txt]() Data updated: 2026-06-04T08:58:48.895Z Evaluation of general Classification performance on the aloi dataset, measured by classification accuracy (clf-acc). 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) | aloi | | Metric | Classification Accuracy | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 26 of 26 | | 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 - [Classification Accuracy](): Higher is better; unit: PERCENT. ## Recorded results | Method | Classification Accuracy | Result date | Report paper | | --- | --- | --- | --- | | true-base | 95.7 | Not recorded | 68fa73141e209131cea5a5f9 | | true-base | 95.7 | Not recorded | 68fa73141e209131cea5a5f9 | | annot-mix | 83.6 | Not recorded | 68fa73141e209131cea5a5f9 | | annot-mix | 83.5 | Not recorded | 68fa73141e209131cea5a5f9 | | mv-mixup | 81.3 | Not recorded | 68fa73141e209131cea5a5f9 | | ds-mixup | 81.3 | Not recorded | 68fa73141e209131cea5a5f9 | | mv-mixup | 81.2 | Not recorded | 68fa73141e209131cea5a5f9 | | ds-mixup | 81.2 | Not recorded | 68fa73141e209131cea5a5f9 | | madl | 79.2 | Not recorded | 68fa73141e209131cea5a5f9 | | madl | 79 | Not recorded | 68fa73141e209131cea5a5f9 | | mv-base | 74.9 | Not recorded | 68fa73141e209131cea5a5f9 | | mv-base | 71.9 | Not recorded | 68fa73141e209131cea5a5f9 | | trace-reg | 64.5 | Not recorded | 68fa73141e209131cea5a5f9 | | trace-reg | 60.4 | Not recorded | 68fa73141e209131cea5a5f9 | | conal | 21.3 | Not recorded | 68fa73141e209131cea5a5f9 | | conal | 21.2 | Not recorded | 68fa73141e209131cea5a5f9 | | geo-reg-w | 1.7 | Not recorded | 68fa73141e209131cea5a5f9 | | geo-reg-f | 1.6 | Not recorded | 68fa73141e209131cea5a5f9 | | geo-reg-f | 1.6 | Not recorded | 68fa73141e209131cea5a5f9 | | geo-reg-w | 1.6 | Not recorded | 68fa73141e209131cea5a5f9 | | crowd-layer | 1 | Not recorded | 68fa73141e209131cea5a5f9 | | crowd-ar | 1 | Not recorded | 68fa73141e209131cea5a5f9 | | crowd-layer | 0.9 | Not recorded | 68fa73141e209131cea5a5f9 | | union-net | 0.9 | Not recorded | 68fa73141e209131cea5a5f9 | | union-net | 0.9 | Not recorded | 68fa73141e209131cea5a5f9 | | crowd-ar | 0.1 | Not recorded | 68fa73141e209131cea5a5f9 | ### true-base Classification Accuracy: 95.7. Result ID: 6a213e27fbc373592c1cf3f7. [Reporting paper]() Recorded evaluation configuration: {"Epoch Selection":"Last Epoch"}. This record does not assert independent reproduction. ### true-base Classification Accuracy: 95.7. Result ID: 6a213e27fbc373592c1cf404. [Reporting paper]() Recorded evaluation configuration: {"Epoch Selection":"Best Epoch"}. This record does not assert independent reproduction. ### annot-mix Classification Accuracy: 83.6. Result ID: 6a213e27fbc373592c1cf403. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Epoch Selection":"Last Epoch"}. This record does not assert independent reproduction. ### annot-mix Classification Accuracy: 83.5. Result ID: 6a213e27fbc373592c1cf410. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Epoch Selection":"Best Epoch"}. This record does not assert independent reproduction. ### mv-mixup Classification Accuracy: 81.3. Result ID: 6a213e27fbc373592c1cf3f9. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Epoch Selection":"Last Epoch"}. This record does not assert independent reproduction. ### ds-mixup Classification Accuracy: 81.3. Result ID: 6a213e27fbc373592c1cf3fa. [Reporting paper]() Recorded evaluation configuration: {"Epoch Selection":"Last Epoch"}. This record does not assert independent reproduction. ### mv-mixup Classification Accuracy: 81.2. Result ID: 6a213e27fbc373592c1cf406. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Epoch Selection":"Best Epoch"}. This record does not assert independent reproduction. ### ds-mixup Classification Accuracy: 81.2. Result ID: 6a213e27fbc373592c1cf407. [Reporting paper]() Recorded evaluation configuration: {"Epoch Selection":"Best Epoch"}. This record does not assert independent reproduction. ### madl Classification Accuracy: 79.2. Result ID: 6a213e27fbc373592c1cf3ff. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Epoch Selection":"Last Epoch"}. This record does not assert independent reproduction. ### madl Classification Accuracy: 79. Result ID: 6a213e27fbc373592c1cf40c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Epoch Selection":"Best Epoch"}. This record does not assert independent reproduction. ### mv-base Classification Accuracy: 74.9. Result ID: 6a213e27fbc373592c1cf405. [Reporting paper]() Recorded evaluation configuration: {"Epoch Selection":"Best Epoch"}. This record does not assert independent reproduction. ### mv-base Classification Accuracy: 71.9. Result ID: 6a213e27fbc373592c1cf3f8. [Reporting paper]() Recorded evaluation configuration: {"Epoch Selection":"Last Epoch"}. This record does not assert independent reproduction. ### trace-reg Classification Accuracy: 64.5. Result ID: 6a213e27fbc373592c1cf409. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Epoch Selection":"Best Epoch"}. This record does not assert independent reproduction. ### trace-reg Classification Accuracy: 60.4. Result ID: 6a213e27fbc373592c1cf3fc. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Epoch Selection":"Last Epoch"}. This record does not assert independent reproduction. ### conal Classification Accuracy: 21.3. Result ID: 6a213e27fbc373592c1cf3fd. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Epoch Selection":"Last Epoch"}. This record does not assert independent reproduction. ### conal Classification Accuracy: 21.2. Result ID: 6a213e27fbc373592c1cf40a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Epoch Selection":"Best Epoch"}. This record does not assert independent reproduction. ### geo-reg-w Classification Accuracy: 1.7. Result ID: 6a213e27fbc373592c1cf401. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Epoch Selection":"Last Epoch"}. This record does not assert independent reproduction. ### geo-reg-f Classification Accuracy: 1.6. Result ID: 6a213e27fbc373592c1cf400. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Epoch Selection":"Last Epoch"}. This record does not assert independent reproduction. ### geo-reg-f Classification Accuracy: 1.6. Result ID: 6a213e27fbc373592c1cf40d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Epoch Selection":"Best Epoch"}. This record does not assert independent reproduction. ### geo-reg-w Classification Accuracy: 1.6. Result ID: 6a213e27fbc373592c1cf40e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Epoch Selection":"Best Epoch"}. This record does not assert independent reproduction. ### crowd-layer Classification Accuracy: 1. Result ID: 6a213e27fbc373592c1cf408. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Epoch Selection":"Best Epoch"}. This record does not assert independent reproduction. ### crowd-ar Classification Accuracy: 1. Result ID: 6a213e27fbc373592c1cf40f. [Reporting paper]() Recorded evaluation configuration: {"Epoch Selection":"Best Epoch"}. This record does not assert independent reproduction. ### crowd-layer Classification Accuracy: 0.9. Result ID: 6a213e27fbc373592c1cf3fb. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Epoch Selection":"Last Epoch"}. This record does not assert independent reproduction. ### union-net Classification Accuracy: 0.9. Result ID: 6a213e27fbc373592c1cf3fe. [Reporting paper]() Recorded evaluation configuration: {"Epoch Selection":"Last Epoch"}. This record does not assert independent reproduction. ### union-net Classification Accuracy: 0.9. Result ID: 6a213e27fbc373592c1cf40b. [Reporting paper]() Recorded evaluation configuration: {"Epoch Selection":"Best Epoch"}. This record does not assert independent reproduction. ### crowd-ar Classification Accuracy: 0.1. Result ID: 6a213e27fbc373592c1cf402. [Reporting paper]() Recorded evaluation configuration: {"Epoch Selection":"Last Epoch"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.