# Semantic Segmentation on Stanford2D3D (Area 5b) Source: [Semantic Segmentation on Stanford2D3D (Area 5b)]() Collection index: [llms.txt]() Data updated: 2026-02-26T06:10:47.913Z Evaluation of Semantic Segmentation performance on the Area 5b subset of the Stanford2D3D dataset, reporting Mean Intersection over Union (mIoU). 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 (Area 5b) | | Metric | mIoU | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 9 of 9 | | 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. ## Recorded results | Method | mIoU | Result date | Report paper | | --- | --- | --- | --- | | Trans4Trans-M | 45.73 | Not recorded | 68fa6a971e209131cea292b1 | | Trans4Trans-M | 45.15 | Not recorded | 68fa6a971e209131cea292b1 | | Trans4Trans-S | 44.47 | Not recorded | 68fa6a971e209131cea292b1 | | Trans4Trans-S | 43.45 | Not recorded | 68fa6a971e209131cea292b1 | | Trans2Seg-M | 42.49 | Not recorded | 68fa6a971e209131cea292b1 | | Trans2Seg-S | 41.89 | Not recorded | 68fa6a971e209131cea292b1 | | Trans4Trans-T | 41.28 | Not recorded | 68fa6a971e209131cea292b1 | | Trans2Seg-T | 41 | Not recorded | 68fa6a971e209131cea292b1 | | Trans4Trans-T | 40.44 | Not recorded | 68fa6a971e209131cea292b1 | ### Trans4Trans-M mIoU: 45.73. Result ID: 699ac5385698665ec45386ee. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Encoder":"PVT-M \[67\]","Decoder":"TPM / Single-head","GFLOPs":"34.38","MParams":"43.65"}. This record does not assert independent reproduction. ### Trans4Trans-M mIoU: 45.15. Result ID: 699ac5385698665ec45386f1. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Encoder":"PVT-M \[67\]","Decoder":"TPM / Dual-head","GFLOPs":"35.17","MParams":"44.04"}. This record does not assert independent reproduction. ### Trans4Trans-S mIoU: 44.47. Result ID: 699ac5385698665ec45386ed. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Encoder":"PVT-S \[67\]","Decoder":"TPM / Single-head","GFLOPs":"19.92","MParams":"23.95"}. This record does not assert independent reproduction. ### Trans4Trans-S mIoU: 43.45. Result ID: 699ac5385698665ec45386f0. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Encoder":"PVT-S \[67\]","Decoder":"TPM / Dual-head","GFLOPs":"20.69","MParams":"24.34"}. This record does not assert independent reproduction. ### Trans2Seg-M mIoU: 42.49. Result ID: 699ac5385698665ec45386eb. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Encoder":"PVT-M \[67\]","Decoder":"Transformer \[24\]","GFLOPs":"49.00","MParams":"56.20"}. This record does not assert independent reproduction. ### Trans2Seg-S mIoU: 41.89. Result ID: 699ac5385698665ec45386ea. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Encoder":"PVT-S \[67\]","Decoder":"Transformer \[24\]","GFLOPs":"19.58","MParams":"24.36"}. This record does not assert independent reproduction. ### Trans4Trans-T mIoU: 41.28. Result ID: 699ac5385698665ec45386ec. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Encoder":"PVT-T \[67\]","Decoder":"TPM / Single-head","GFLOPs":"10.45","MParams":"12.71"}. This record does not assert independent reproduction. ### Trans2Seg-T mIoU: 41. Result ID: 699ac5385698665ec45386e9. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Encoder":"PVT-T \[67\]","Decoder":"Transformer \[24\]","GFLOPs":"10.16","MParams":"13.11"}. This record does not assert independent reproduction. ### Trans4Trans-T mIoU: 40.44. Result ID: 699ac5385698665ec45386ef. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Encoder":"PVT-T \[67\]","Decoder":"TPM / Dual-head","GFLOPs":"11.22","MParams":"13.10"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.