# High-level Activity Labeling on CAD-120 Source: [High-level Activity Labeling on CAD-120]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:52:45.098Z Evaluation of High-level Activity Labeling performance on the CAD-120 dataset, measured using micro P/R, macro Precision, and macro Recall 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 | High-level Activity Labeling | | Dataset (including any stated split) | CAD-120 | | Metric | Micro P/R | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 14 of 14 | | 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 - [Micro P/R](): Higher is better; unit: PERCENT. - [Macro Precision](): Higher is better; unit: PERCENT. - [Macro Recall](): Higher is better; unit: PERCENT. ## Recorded results | Method | Micro P/R | Result date | Report paper | | --- | --- | --- | --- | | full model | 84.7 | Not recorded | 68fa60f41e209131ce9f1f03 | | no temporal interactions | 81.4 | Not recorded | 68fa60f41e209131ce9f1f03 | | no object interactions | 80.6 | Not recorded | 68fa60f41e209131ce9f1f03 | | full, multi-seg learning | 80.6 | Not recorded | 68fa60f41e209131ce9f1f03 | | full model with tracking | 79 | Not recorded | 68fa60f41e209131ce9f1f03 | | full, 1 segment. (averaged) | 79 | Not recorded | 68fa60f41e209131ce9f1f03 | | full, 1 segment. (best) | 77.5 | Not recorded | 68fa60f41e209131ce9f1f03 | | full, multi-seg learning + tracking | 75 | Not recorded | 68fa60f41e209131ce9f1f03 | | object only | 59.7 | Not recorded | 68fa60f41e209131ce9f1f03 | | image only | 34.7 | Not recorded | 68fa60f41e209131ce9f1f03 | | SVM multiclass | 30.6 | Not recorded | 68fa60f41e209131ce9f1f03 | | sub-activity only | 27.4 | Not recorded | 68fa60f41e209131ce9f1f03 | | MEMM | 26.4 | Not recorded | 68fa60f41e209131ce9f1f03 | | max class | 10 | Not recorded | 68fa60f41e209131ce9f1f03 | ### full model Micro P/R: 84.7. Result ID: 698bcb3c7a967eddb77167c7. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Temporal segmentation":"Ground-truth"}. This record does not assert independent reproduction. ### no temporal interactions Micro P/R: 81.4. Result ID: 698bcb3c7a967eddb77167c5. [Reporting paper]() Recorded evaluation configuration: {"Temporal segmentation":"Ground-truth"}. This record does not assert independent reproduction. ### no object interactions Micro P/R: 80.6. Result ID: 698bcb3c7a967eddb77167c6. [Reporting paper]() Recorded evaluation configuration: {"Temporal segmentation":"Ground-truth"}. This record does not assert independent reproduction. ### full, multi-seg learning Micro P/R: 80.6. Result ID: 698bcb3c7a967eddb77167cb. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Temporal segmentation":"None (Estimated)"}. This record does not assert independent reproduction. ### full model with tracking Micro P/R: 79. Result ID: 698bcb3c7a967eddb77167c8. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Temporal segmentation":"Ground-truth"}. This record does not assert independent reproduction. ### full, 1 segment. (averaged) Micro P/R: 79. Result ID: 698bcb3c7a967eddb77167ca. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Temporal segmentation":"None (Estimated)"}. This record does not assert independent reproduction. ### full, 1 segment. (best) Micro P/R: 77.5. Result ID: 698bcb3c7a967eddb77167c9. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Temporal segmentation":"None (Estimated)"}. This record does not assert independent reproduction. ### full, multi-seg learning + tracking Micro P/R: 75. Result ID: 698bcb3c7a967eddb77167cc. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Temporal segmentation":"None (Estimated)"}. This record does not assert independent reproduction. ### object only Micro P/R: 59.7. Result ID: 698bcb3c7a967eddb77167c3. [Reporting paper]() Recorded evaluation configuration: {"Temporal segmentation":"Ground-truth"}. This record does not assert independent reproduction. ### image only Micro P/R: 34.7. Result ID: 698bcb3c7a967eddb77167c0. [Reporting paper]() Recorded evaluation configuration: {"Temporal segmentation":"Ground-truth"}. This record does not assert independent reproduction. ### SVM multiclass Micro P/R: 30.6. Result ID: 698bcb3c7a967eddb77167c1. [Reporting paper]() Recorded evaluation configuration: {"Temporal segmentation":"Ground-truth"}. This record does not assert independent reproduction. ### sub-activity only Micro P/R: 27.4. Result ID: 698bcb3c7a967eddb77167c4. [Reporting paper]() Recorded evaluation configuration: {"Temporal segmentation":"Ground-truth"}. This record does not assert independent reproduction. ### MEMM Micro P/R: 26.4. Result ID: 698bcb3c7a967eddb77167c2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Temporal segmentation":"Ground-truth"}. This record does not assert independent reproduction. ### max class Micro P/R: 10. Result ID: 698bcb3c7a967eddb77167bf. [Reporting paper]() Recorded evaluation configuration: {"Temporal segmentation":"Ground-truth"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.