# Semantic Correspondence on AP-10K Cross-Species Source: [Semantic Correspondence on AP-10K Cross-Species]() Collection index: [llms.txt]() Data updated: 2026-07-07T07:58:56.690Z Evaluation of Semantic Correspondence performance on the AP-10K Cross-Species dataset, typically measured using Percentage Correct Keypoints (PCK) metrics. 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 | Semantic Correspondence | | Dataset (including any stated split) | AP-10K Cross-Species | | Metric | PCK@0.01 | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 7 of 7 | | 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 - [PCK@0.01](): Higher is better; unit: PERCENT. - [PCK@0.05](): Higher is better; unit: PERCENT. - [PCK@0.10](): Higher is better; unit: PERCENT. ## Recorded results | Method | PCK@0.01 | Result date | Report paper | | --- | --- | --- | --- | | SD+DINO (S) | 8.8 | Not recorded | 6a4c87dc85dba69fef8b232a | | MREP | 7 | Not recorded | 6a4c87dc85dba69fef8b232a | | DHF | 6.8 | Not recorded | 6a4c87dc85dba69fef8b232a | | DiTF | 6.8 | Not recorded | 6a4c87dc85dba69fef8b232a | | DINOv2+NN | 5.3 | Not recorded | 6a4c87dc85dba69fef8b232a | | DIFT | 5.1 | Not recorded | 6a4c87dc85dba69fef8b232a | | w/o MREP | 2.9 | Not recorded | 6a4c87dc85dba69fef8b232a | ### SD+DINO (S) PCK@0.01: 8.8. Result ID: 6a4cb1a560b88bb339c803e7. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Supervision":"Supervised"}. This record does not assert independent reproduction. ### MREP PCK@0.01: 7. Result ID: 6a4cb1a560b88bb339c803ec. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Supervision":"Unsupervised"}. This record does not assert independent reproduction. ### DHF PCK@0.01: 6.8. Result ID: 6a4cb1a560b88bb339c803e6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Supervision":"Supervised"}. This record does not assert independent reproduction. ### DiTF PCK@0.01: 6.8. Result ID: 6a4cb1a560b88bb339c803ea. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Supervision":"Unsupervised"}. This record does not assert independent reproduction. ### DINOv2+NN PCK@0.01: 5.3. Result ID: 6a4cb1a560b88bb339c803e8. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Supervision":"Unsupervised"}. This record does not assert independent reproduction. ### DIFT PCK@0.01: 5.1. Result ID: 6a4cb1a560b88bb339c803e9. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Supervision":"Unsupervised"}. This record does not assert independent reproduction. ### w/o MREP PCK@0.01: 2.9. Result ID: 6a4cb1a560b88bb339c803eb. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Supervision":"Unsupervised"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.