# Semantic Segmentation on In-house Source: [Semantic Segmentation on In-house]() Collection index: [llms.txt]() Data updated: 2026-04-28T10:14:15.781Z Evaluation of Semantic Segmentation performance on the proprietary 'In-house' dataset, reporting Accuracy, Precision, Recall, F1 score, Mean Absolute Error (MAE), and Mean Squared Error (MSE). 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 Segmentation | | Dataset (including any stated split) | In-house | | Metric | Accuracy | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 6 of 6 | | 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. - [Precision](): Higher is better; unit: PERCENT. - [Recall](): Higher is better; unit: PERCENT. - [F1 Score](): Higher is better; unit: PERCENT. - [Mean Absolute Error (MAE)](): Lower is better; unit: SCALAR. - [Mean Squared Error (MSE)](): Lower is better; unit: SCALAR. ## Recorded results | Method | Accuracy | Result date | Report paper | | --- | --- | --- | --- | | 1st stage x-bar | 93.7 | Not recorded | 69f03f7755a3c32af89fa50c | | VSLP\_ULA | 93.7 | Not recorded | 69f03f7755a3c32af89fa50c | | VSLP\_GMM | 93.7 | Not recorded | 69f03f7755a3c32af89fa50c | | VSLP\_Diff. | 93.7 | Not recorded | 69f03f7755a3c32af89fa50c | | SA-MIL | 66.7 | Not recorded | 69f03f7755a3c32af89fa50c | | C2C | 42.9 | Not recorded | 69f03f7755a3c32af89fa50c | ### 1st stage x-bar Accuracy: 93.7. Result ID: 69f0886547f34ce924d712ec. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### VSLP\_ULA Accuracy: 93.7. Result ID: 69f0886547f34ce924d712ed. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### VSLP\_GMM Accuracy: 93.7. Result ID: 69f0886547f34ce924d712ee. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### VSLP\_Diff. Accuracy: 93.7. Result ID: 69f0886547f34ce924d712ef. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### SA-MIL Accuracy: 66.7. Result ID: 69f0886547f34ce924d712ea. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### C2C Accuracy: 42.9. Result ID: 69f0886547f34ce924d712eb. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.