# Action Segmentation on 50 Salads Mid Source: [Action Segmentation on 50 Salads Mid]() Collection index: [llms.txt]() Data updated: 2026-04-24T08:28:22.177Z Evaluation of Action Segmentation performance on the 'Mid' subset or configuration of the 50 Salads dataset, reporting Accuracy, Edit distance, and F1 scores at IoU thresholds of 10, 25, and 50. 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 | Action Segmentation | | Dataset (including any stated split) | 50 Salads Mid | | Metric | Accuracy | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 34 of 34 | | 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 - [Accuracy](): Higher is better; unit: PERCENT. - [Edit Distance](): Lower is better; unit: SCALAR. - [F1 Score @ IoU=10%](): Higher is better; unit: PERCENT. - [F1 Score @ IoU=25%](): Higher is better; unit: PERCENT. - [F1 Score @ IoU=50%](): Higher is better; unit: PERCENT. - [MoF](): Higher is better; unit: PERCENT. - [F1 Score](): Higher is better; unit: PERCENT. - [mIoU](): Higher is better; unit: PERCENT. ## Recorded results | Method | Accuracy | Result date | Report paper | | --- | --- | --- | --- | | TricorNet | 67.5 | Not recorded | 68fa63521e209131ce9fe1e8 | | TricorNet | 65.5 | Not recorded | 68fa63521e209131ce9fe1e8 | | TricorNet | 65.4 | Not recorded | 68fa63521e209131ce9fe1e8 | | ED-TCN | 64.7 | Not recorded | 68fa63521e209131ce9fe1e8 | | ED-TCN | 64.7 | Not recorded | 68fa62ee1e209131ce9fbf6c | | ST-CNN | 59.4 | Not recorded | 68fa63521e209131ce9fe1e8 | | ST-CNN | 59.4 | Not recorded | 68fa62ee1e209131ce9fbf6c | | Dilated TCN | 59.3 | Not recorded | 68fa63521e209131ce9fe1e8 | | Dilated TCN | 59.3 | Not recorded | 68fa62ee1e209131ce9fbf6c | | SDL + SC-CRF | 56.72 | Not recorded | 68fa63f41e209131cea01c86 | | Bi-LSTM | 55.7 | Not recorded | 68fa63521e209131ce9fe1e8 | | Bi-LSTM | 55.7 | Not recorded | 68fa62ee1e209131ce9fbf6c | | LC-SC-CRF | 55.05 | Not recorded | 68fa63f41e209131cea01c86 | | Spatial CNN | 54.9 | Not recorded | 68fa63521e209131ce9fe1e8 | | Spatial CNN | 54.9 | Not recorded | 68fa62ee1e209131ce9fbf6c | | IDT+LM | 48.7 | Not recorded | 68fa63521e209131ce9fe1e8 | | IDT+LM | 48.7 | Not recorded | 68fa62ee1e209131ce9fbf6c | ### TricorNet Accuracy: 67.5. Result ID: 698bf11aecace47ef55a8554. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### TricorNet Accuracy: 65.5. Result ID: 698bf11aecace47ef55a8552. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"variant":"high"}. This record does not assert independent reproduction. ### TricorNet Accuracy: 65.4. Result ID: 698bf11aecace47ef55a8553. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"variant":"low"}. This record does not assert independent reproduction. ### ED-TCN Accuracy: 64.7. Result ID: 698bf11aecace47ef55a8551. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### ED-TCN Accuracy: 64.7. Result ID: 69a134cd35dfcabb00e57de0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Mode":"Acausal"}. This record does not assert independent reproduction. ### ST-CNN Accuracy: 59.4. Result ID: 698bf11aecace47ef55a854e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### ST-CNN Accuracy: 59.4. Result ID: 69a134cd35dfcabb00e57dde. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Mode":"Acausal"}. This record does not assert independent reproduction. ### Dilated TCN Accuracy: 59.3. Result ID: 698bf11aecace47ef55a8550. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Dilated TCN Accuracy: 59.3. Result ID: 69a134cd35dfcabb00e57ddd. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Mode":"Acausal"}. This record does not assert independent reproduction. ### SDL + SC-CRF Accuracy: 56.72. Result ID: 698c7b4837894ef7d9ceb224. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Bi-LSTM Accuracy: 55.7. Result ID: 698bf11aecace47ef55a854f. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Bi-LSTM Accuracy: 55.7. Result ID: 69a134cd35dfcabb00e57ddf. [Reporting paper]() Recorded evaluation configuration: {"Mode":"Acausal"}. This record does not assert independent reproduction. ### LC-SC-CRF Accuracy: 55.05. Result ID: 698c7b4837894ef7d9ceb223. [Reporting paper]() Recorded evaluation configuration: {"preprocessing":"smoothed out short interstitial background segments"}. This record does not assert independent reproduction. ### Spatial CNN Accuracy: 54.9. Result ID: 698bf11aecace47ef55a854c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Spatial CNN Accuracy: 54.9. Result ID: 69a134cd35dfcabb00e57ddb. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Mode":"Acausal"}. This record does not assert independent reproduction. ### IDT+LM Accuracy: 48.7. Result ID: 698bf11aecace47ef55a854d. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### IDT+LM Accuracy: 48.7. Result ID: 69a134cd35dfcabb00e57ddc. [Reporting paper]() Recorded evaluation configuration: {"Mode":"Acausal"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.