# LF Mislabeling Identification on DN painting Source: [LF Mislabeling Identification on DN painting]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:22:43.799Z Evaluation of model performance in identifying label mislabeling within the DN painting dataset, measured using Average Precision (AP). 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 | LF Mislabeling Identification | | Dataset (including any stated split) | DN painting | | Metric | AP | | 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 - [AP](): Higher is better; unit: PERCENT. ## Recorded results | Method | AP | Result date | Report paper | | --- | --- | --- | --- | | source-aware IF (R-RW) | 91.2 | Not recorded | 68fa6ca11e209131cea3513f | | source-aware IF (RW) | 84.7 | Not recorded | 68fa6ca11e209131cea3513f | | source-aware IF (R-WM) | 81.7 | Not recorded | 68fa6ca11e209131cea3513f | | source-aware IF (WM) | 75.6 | Not recorded | 68fa6ca11e209131cea3513f | | RW | 73.6 | Not recorded | 68fa6ca11e209131cea3513f | | source-aware IF (RW) | 71.5 | Not recorded | 68fa6ca11e209131cea3513f | | WM | 69.7 | Not recorded | 68fa6ca11e209131cea3513f | | RW | 65 | Not recorded | 68fa6ca11e209131cea3513f | | source-aware IF (WM) | 63 | Not recorded | 68fa6ca11e209131cea3513f | | RW | 61.5 | Not recorded | 68fa6ca11e209131cea3513f | | source-aware IF (RW) | 61.4 | Not recorded | 68fa6ca11e209131cea3513f | | WM | 59.8 | Not recorded | 68fa6ca11e209131cea3513f | | source-aware IF (R-RW) | 59 | Not recorded | 68fa6ca11e209131cea3513f | | WM | 55.7 | Not recorded | 68fa6ca11e209131cea3513f | | source-aware IF (R-RW) | 53.7 | Not recorded | 68fa6ca11e209131cea3513f | | source-aware IF (WM) | 52.4 | Not recorded | 68fa6ca11e209131cea3513f | | source-aware IF (R-WM) | 49 | Not recorded | 68fa6ca11e209131cea3513f | | KNN | 45.4 | Not recorded | 68fa6ca11e209131cea3513f | | KNN | 45.4 | Not recorded | 68fa6ca11e209131cea3513f | | source-aware IF (R-WM) | 44.4 | Not recorded | 68fa6ca11e209131cea3513f | | LM | 41.6 | Not recorded | 68fa6ca11e209131cea3513f | | Labeling Model | 41.6 | Not recorded | 68fa6ca11e209131cea3513f | | EM | 36 | Not recorded | 68fa6ca11e209131cea3513f | | LM | 36 | Not recorded | 68fa6ca11e209131cea3513f | | EM | 36 | Not recorded | 68fa6ca11e209131cea3513f | | LM | 36 | Not recorded | 68fa6ca11e209131cea3513f | | EM | 36 | Not recorded | 68fa6ca11e209131cea3513f | | End Model | 36 | Not recorded | 68fa6ca11e209131cea3513f | | Labeling Model | 36 | Not recorded | 68fa6ca11e209131cea3513f | | End Model | 36 | Not recorded | 68fa6ca11e209131cea3513f | | Labeling Model | 36 | Not recorded | 68fa6ca11e209131cea3513f | | End Model | 36 | Not recorded | 68fa6ca11e209131cea3513f | ### source-aware IF (R-RW) AP: 91.2. Result ID: 698f297c3a6c314849f67296. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Labeling Model":"MV"}. This record does not assert independent reproduction. ### source-aware IF (RW) AP: 84.7. Result ID: 698f297c3a6c314849f67295. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Labeling Model":"MV"}. This record does not assert independent reproduction. ### source-aware IF (R-WM) AP: 81.7. Result ID: 698f297c3a6c314849f67298. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Labeling Model":"MV"}. This record does not assert independent reproduction. ### source-aware IF (WM) AP: 75.6. Result ID: 698f297c3a6c314849f67297. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Labeling Model":"MV"}. This record does not assert independent reproduction. ### RW AP: 73.6. Result ID: 698f297c3a6c314849f66fe9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Label Model":"MV"}. This record does not assert independent reproduction. ### source-aware IF (RW) AP: 71.5. Result ID: 698f297c3a6c314849f672a1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Labeling Model":"Snorkel"}. This record does not assert independent reproduction. ### WM AP: 69.7. Result ID: 698f297c3a6c314849f66fea. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Label Model":"MV"}. This record does not assert independent reproduction. ### RW AP: 65. Result ID: 698f297c3a6c314849f66ff1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Label Model":"Snorkel"}. This record does not assert independent reproduction. ### source-aware IF (WM) AP: 63. Result ID: 698f297c3a6c314849f672a3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Labeling Model":"Snorkel"}. This record does not assert independent reproduction. ### RW AP: 61.5. Result ID: 698f297c3a6c314849f66fed. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Label Model":"DS"}. This record does not assert independent reproduction. ### source-aware IF (RW) AP: 61.4. Result ID: 698f297c3a6c314849f6729b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Labeling Model":"DS"}. This record does not assert independent reproduction. ### WM AP: 59.8. Result ID: 698f297c3a6c314849f66ff2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Label Model":"Snorkel"}. This record does not assert independent reproduction. ### source-aware IF (R-RW) AP: 59. Result ID: 698f297c3a6c314849f672a2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Labeling Model":"Snorkel"}. This record does not assert independent reproduction. ### WM AP: 55.7. Result ID: 698f297c3a6c314849f66fee. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Label Model":"DS"}. This record does not assert independent reproduction. ### source-aware IF (R-RW) AP: 53.7. Result ID: 698f297c3a6c314849f6729c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Labeling Model":"DS"}. This record does not assert independent reproduction. ### source-aware IF (WM) AP: 52.4. Result ID: 698f297c3a6c314849f6729d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Labeling Model":"DS"}. This record does not assert independent reproduction. ### source-aware IF (R-WM) AP: 49. Result ID: 698f297c3a6c314849f672a4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Labeling Model":"Snorkel"}. This record does not assert independent reproduction. ### KNN AP: 45.4. Result ID: 698f297c3a6c314849f66fe6. [Reporting paper]() Recorded evaluation configuration: {"Label Model":"MV"}. This record does not assert independent reproduction. ### KNN AP: 45.4. Result ID: 698f297c3a6c314849f67292. [Reporting paper]() Recorded evaluation configuration: {"Labeling Model":"MV"}. This record does not assert independent reproduction. ### source-aware IF (R-WM) AP: 44.4. Result ID: 698f297c3a6c314849f6729e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Labeling Model":"DS"}. This record does not assert independent reproduction. ### LM AP: 41.6. Result ID: 698f297c3a6c314849f66fe7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Label Model":"MV"}. This record does not assert independent reproduction. ### Labeling Model AP: 41.6. Result ID: 698f297c3a6c314849f67293. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Labeling Model":"MV"}. This record does not assert independent reproduction. ### EM AP: 36. Result ID: 698f297c3a6c314849f66fe8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Label Model":"MV"}. This record does not assert independent reproduction. ### LM AP: 36. Result ID: 698f297c3a6c314849f66feb. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Label Model":"DS"}. This record does not assert independent reproduction. ### EM AP: 36. Result ID: 698f297c3a6c314849f66fec. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Label Model":"DS"}. This record does not assert independent reproduction. ### LM AP: 36. Result ID: 698f297c3a6c314849f66fef. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Label Model":"Snorkel"}. This record does not assert independent reproduction. ### EM AP: 36. Result ID: 698f297c3a6c314849f66ff0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Label Model":"Snorkel"}. This record does not assert independent reproduction. ### End Model AP: 36. Result ID: 698f297c3a6c314849f67294. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Labeling Model":"MV"}. This record does not assert independent reproduction. ### Labeling Model AP: 36. Result ID: 698f297c3a6c314849f67299. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Labeling Model":"DS"}. This record does not assert independent reproduction. ### End Model AP: 36. Result ID: 698f297c3a6c314849f6729a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Labeling Model":"DS"}. This record does not assert independent reproduction. ### Labeling Model AP: 36. Result ID: 698f297c3a6c314849f6729f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Labeling Model":"Snorkel"}. This record does not assert independent reproduction. ### End Model AP: 36. Result ID: 698f297c3a6c314849f672a0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Labeling Model":"Snorkel"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.