# Semantic Segmentation on Stanford2D3D Panoramic 1.0 Source: [Semantic Segmentation on Stanford2D3D Panoramic 1.0]() Collection index: [llms.txt]() Data updated: 2026-02-26T06:10:14.647Z Evaluation of Semantic Segmentation performance on the Stanford2D3D Panoramic 1.0 dataset, reporting Mean IoU (mIoU) and class-specific IoU scores for 14 object categories. 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) | Stanford2D3D Panoramic 1.0 | | Metric | mIoU | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 5 of 5 | | 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 - [mIoU](): Higher is better; unit: PERCENT. - [Beam IoU](): Higher is better; unit: PERCENT. - [Board IoU](): Higher is better; unit: PERCENT. - [Bookcase IoU](): Higher is better; unit: PERCENT. - [Ceiling IoU](): Higher is better; unit: PERCENT. - [Chair IoU](): Higher is better; unit: PERCENT. - [Clutter IoU](): Higher is better; unit: PERCENT. - [Column IoU](): Higher is better; unit: PERCENT. - [Door IoU](): Higher is better; unit: PERCENT. - [Floor IoU](): Higher is better; unit: PERCENT. - [Sofa IoU](): Higher is better; unit: PERCENT. - [Table IoU](): Higher is better; unit: PERCENT. - [Wall IoU](): Higher is better; unit: PERCENT. - [Window IoU](): Higher is better; unit: PERCENT. ## Recorded results | Method | mIoU | Result date | Report paper | | --- | --- | --- | --- | | Trans4PASS | 53 | Not recorded | 68fa6c111e209131cea31e59 | | Trans4PASS | 52.1 | Not recorded | 68fa6c111e209131cea31e59 | | Trans4PASS | 51.2 | Not recorded | 68fa6c111e209131cea31e59 | | Trans4PASS | 50.8 | Not recorded | 68fa6c111e209131cea31e59 | | Trans4PASS | 48.1 | Not recorded | 68fa6c111e209131cea31e59 | ### Trans4PASS mIoU: 53. Result ID: 698ec5f8ffc3901de0a0fd8f. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Input":"RGB","Protocol":"Supervised","multi-scale":true}. This record does not assert independent reproduction. ### Trans4PASS mIoU: 52.1. Result ID: 698ec5f8ffc3901de0a0fd8e. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Input":"RGB","Protocol":"Supervised"}. This record does not assert independent reproduction. ### Trans4PASS mIoU: 51.2. Result ID: 698ec5f8ffc3901de0a0fd92. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Input":"RGB","Protocol":"UDA","MPA":true,"multi-scale":true}. This record does not assert independent reproduction. ### Trans4PASS mIoU: 50.8. Result ID: 698ec5f8ffc3901de0a0fd91. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Input":"RGB","Protocol":"UDA","MPA":true}. This record does not assert independent reproduction. ### Trans4PASS mIoU: 48.1. Result ID: 698ec5f8ffc3901de0a0fd90. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Input":"RGB","Protocol":"UDA"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.