# Facial Expression Spotting on CAS(ME)2 Source: [Facial Expression Spotting on CAS(ME)2]() Collection index: [llms.txt]() Data updated: 2026-06-30T08:25:02.507Z Evaluation of Facial Expression Spotting performance using the CAS(ME)2 dataset, reporting F1-scores based on Mean Absolute Error (MaE), Mean Error (ME), and Overall 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 | Facial expression spotting | | Dataset (including any stated split) | CAS(ME)2 | | Metric | Overall F1-score | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 25 of 25 | | 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 - [Overall F1-score](): Higher is better; unit: PERCENT. - [MaE F1-score](): Higher is better; unit: PERCENT. - [ME F1-score](): Higher is better; unit: PERCENT. - [F1 Score](): Higher is better; unit: PERCENT. ## Recorded results | Method | Overall F1-score | Result date | Report paper | | --- | --- | --- | --- | | SpotFormer | 48.41 | Not recorded | 68fa74531e209131cea61188 | | Wang et al. | 45.58 | Not recorded | 68fa74531e209131cea61188 | | LGSNet | 43.6 | Not recorded | 68fa74531e209131cea61188 | | Zhao et al. | 40.3 | Not recorded | 68fa74531e209131cea61188 | | AUW-GCN | 38.34 | Not recorded | 68fa74531e209131cea61188 | | MTSN | 36.2 | Not recorded | 68fa74531e209131cea61188 | | He | 34.36 | Not recorded | 68fa74531e209131cea61188 | | LSSNet | 32.5 | Not recorded | 68fa74531e209131cea61188 | | ABPN | 31.17 | Not recorded | 68fa74531e209131cea61188 | | SOFTNet | 20.22 | Not recorded | 68fa74531e209131cea61188 | | Concat-CNN | 20.19 | Not recorded | 68fa74531e209131cea61188 | | 3D-CNN | 16.75 | Not recorded | 68fa74531e209131cea61188 | | Zhang et al. | 14.03 | Not recorded | 68fa74531e209131cea61188 | | LBCNN | 5.95 | Not recorded | 68fa74531e209131cea61188 | | Optical Strain | 4.48 | Not recorded | 68fa74531e209131cea61188 | | MDMD | 3.76 | Not recorded | 68fa74531e209131cea61188 | ### SpotFormer Overall F1-score: 48.41. Result ID: 69ddf4fc47f34ce924c53ce0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Method Category":"Deep-learning methods"}. This record does not assert independent reproduction. ### Wang et al. Overall F1-score: 45.58. Result ID: 69ddf4fc47f34ce924c53cd4. [Reporting paper]() Recorded evaluation configuration: {"Method Category":"Traditional methods"}. This record does not assert independent reproduction. ### LGSNet Overall F1-score: 43.6. Result ID: 69ddf4fc47f34ce924c53cde. [Reporting paper]() Recorded evaluation configuration: {"Method Category":"Deep-learning methods"}. This record does not assert independent reproduction. ### Zhao et al. Overall F1-score: 40.3. Result ID: 69ddf4fc47f34ce924c53cd3. [Reporting paper]() Recorded evaluation configuration: {"Method Category":"Traditional methods"}. This record does not assert independent reproduction. ### AUW-GCN Overall F1-score: 38.34. Result ID: 69ddf4fc47f34ce924c53cdd. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Method Category":"Deep-learning methods"}. This record does not assert independent reproduction. ### MTSN Overall F1-score: 36.2. Result ID: 69ddf4fc47f34ce924c53cdb. [Reporting paper]() Recorded evaluation configuration: {"Method Category":"Deep-learning methods"}. This record does not assert independent reproduction. ### He Overall F1-score: 34.36. Result ID: 69ddf4fc47f34ce924c53cd2. [Reporting paper]() Recorded evaluation configuration: {"Method Category":"Traditional methods"}. This record does not assert independent reproduction. ### LSSNet Overall F1-score: 32.5. Result ID: 69ddf4fc47f34ce924c53cda. [Reporting paper]() Recorded evaluation configuration: {"Method Category":"Deep-learning methods"}. This record does not assert independent reproduction. ### ABPN Overall F1-score: 31.17. Result ID: 69ddf4fc47f34ce924c53cdc. [Reporting paper]() Recorded evaluation configuration: {"Method Category":"Deep-learning methods"}. This record does not assert independent reproduction. ### SOFTNet Overall F1-score: 20.22. Result ID: 69ddf4fc47f34ce924c53cd7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Method Category":"Deep-learning methods"}. This record does not assert independent reproduction. ### Concat-CNN Overall F1-score: 20.19. Result ID: 69ddf4fc47f34ce924c53cd9. [Reporting paper]() Recorded evaluation configuration: {"Method Category":"Deep-learning methods"}. This record does not assert independent reproduction. ### 3D-CNN Overall F1-score: 16.75. Result ID: 69ddf4fc47f34ce924c53cd8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Method Category":"Deep-learning methods"}. This record does not assert independent reproduction. ### Zhang et al. Overall F1-score: 14.03. Result ID: 69ddf4fc47f34ce924c53cd1. [Reporting paper]() Recorded evaluation configuration: {"Method Category":"Traditional methods"}. This record does not assert independent reproduction. ### LBCNN Overall F1-score: 5.95. Result ID: 69ddf4fc47f34ce924c53cd5. [Reporting paper]() Recorded evaluation configuration: {"Method Category":"Deep-learning methods"}. This record does not assert independent reproduction. ### Optical Strain Overall F1-score: 4.48. Result ID: 69ddf4fc47f34ce924c53cd0. [Reporting paper]() Recorded evaluation configuration: {"Method Category":"Traditional methods"}. This record does not assert independent reproduction. ### MDMD Overall F1-score: 3.76. Result ID: 69ddf4fc47f34ce924c53ccf. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Method Category":"Traditional methods"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.