# Animal Pose Estimation on SchoolingFish (test) Source: [Animal Pose Estimation on SchoolingFish (test)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:22:36.838Z Evaluation of Animal Pose Estimation performance on the test split of the SchoolingFish dataset, reporting Average Precision (AP) and its variants (AP\_L, AP\_M, AP\_H). 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 | Animal Pose Estimation | | Dataset (including any stated split) | SchoolingFish (test) | | Metric | AP | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 12 of 12 | | 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. - [AP\_L](): Higher is better; unit: PERCENT. - [AP\_M](): Higher is better; unit: PERCENT. - [AP\_H](): Higher is better; unit: PERCENT. ## Recorded results | Method | AP | Result date | Report paper | | --- | --- | --- | --- | | HRNet-W48 | 89.1 | Not recorded | 68fa5f511e209131ce9e8f68 | | BUCTD-preNet-W48 | 88.7 | Not recorded | 68fa5f511e209131ce9e8f68 | | BUCTD-preNet-W48 | 88 | Not recorded | 68fa5f511e209131ce9e8f68 | | HRNet-W48 | 82.9 | Not recorded | 68fa5f511e209131ce9e8f68 | | BUCTD-CoAM-W48 | 81.9 | Not recorded | 68fa5f511e209131ce9e8f68 | | CID-W32 | 81 | Not recorded | 68fa5f511e209131ce9e8f68 | | PETR | 79.3 | Not recorded | 68fa5f511e209131ce9e8f68 | | BUCTD-CoAM-W48 | 78.8 | Not recorded | 68fa5f511e209131ce9e8f68 | | DEKR | 77.6 | Not recorded | 68fa5f511e209131ce9e8f68 | | DLCRNet | 74.1 | Not recorded | 68fa5f511e209131ce9e8f68 | | HRNet-AE | 45.7 | Not recorded | 68fa5f511e209131ce9e8f68 | | ResNet-AE | 40 | Not recorded | 68fa5f511e209131ce9e8f68 | ### HRNet-W48 AP: 89.1. Result ID: 698bc2807a967eddb771261d. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Method Category":"Top-down","Detector":"Faster R-CNN","Backbone":"W48"}. This record does not assert independent reproduction. ### BUCTD-preNet-W48 AP: 88.7. Result ID: 698bc2807a967eddb771261e. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Method Category":"Hybrid","Condition Source":"DLCRNet","Sampling":"Empirical","Backbone":"W48"}. This record does not assert independent reproduction. ### BUCTD-preNet-W48 AP: 88. Result ID: 698bc2807a967eddb771261f. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Method Category":"Hybrid","Condition Source":"CID-W32","Sampling":"Empirical","Backbone":"W48"}. This record does not assert independent reproduction. ### HRNet-W48 AP: 82.9. Result ID: 698bc2807a967eddb771261c. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Method Category":"Top-down","Detector":"YOLOv3","Backbone":"W48"}. This record does not assert independent reproduction. ### BUCTD-CoAM-W48 AP: 81.9. Result ID: 698bc2807a967eddb7712621. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Method Category":"Hybrid","Condition Source":"DLCRNet","Sampling":"Generative (sigma)","Backbone":"W48"}. This record does not assert independent reproduction. ### CID-W32 AP: 81. Result ID: 698bc2807a967eddb7712619. [Reporting paper]() Recorded evaluation configuration: {"Method Category":"Bottom-up","Backbone":"W32"}. This record does not assert independent reproduction. ### PETR AP: 79.3. Result ID: 698bc2807a967eddb771261b. [Reporting paper]() Recorded evaluation configuration: {"Method Category":"Bottom-up"}. This record does not assert independent reproduction. ### BUCTD-CoAM-W48 AP: 78.8. Result ID: 698bc2807a967eddb7712620. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Method Category":"Hybrid","Condition Source":"PETR","Sampling":"Empirical","Backbone":"W48"}. This record does not assert independent reproduction. ### DEKR AP: 77.6. Result ID: 698bc2807a967eddb771261a. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Method Category":"Bottom-up"}. This record does not assert independent reproduction. ### DLCRNet AP: 74.1. Result ID: 698bc2807a967eddb7712618. [Reporting paper]() Recorded evaluation configuration: {"Method Category":"Bottom-up"}. This record does not assert independent reproduction. ### HRNet-AE AP: 45.7. Result ID: 698bc2807a967eddb7712617. [Reporting paper]() Recorded evaluation configuration: {"Method Category":"Bottom-up","Backbone":"HRNet"}. This record does not assert independent reproduction. ### ResNet-AE AP: 40. Result ID: 698bc2807a967eddb7712616. [Reporting paper]() Recorded evaluation configuration: {"Method Category":"Bottom-up","Backbone":"ResNet"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.