# Semantic Segmentation on Stanford2D3D fold-1 (Area 5a and 5b) Source: [Semantic Segmentation on Stanford2D3D fold-1 (Area 5a and 5b)]() Collection index: [llms.txt]() Data updated: 2026-02-26T06:10:48.069Z Evaluation of Semantic Segmentation performance on the combined Area 5a and 5b subset of Stanford2D3D Fold 1, 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 fold-1 (Area 5a and 5b) | | Metric | mIoU | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 12 of 12 | | 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 | 68fa6a9b1e209131cea2955d | | Trans4Trans-M | 45.15 | Not recorded | 68fa6a9b1e209131cea2955d | | Trans4Trans-S | 44.47 | Not recorded | 68fa6a9b1e209131cea2955d | | Trans2Seg-S | 43.83 | Not recorded | 68fa6a9b1e209131cea2955d | | Trans4Trans-S | 43.45 | Not recorded | 68fa6a9b1e209131cea2955d | | Trans2Seg-T | 42.91 | Not recorded | 68fa6a9b1e209131cea2955d | | PVT-M | 42.49 | Not recorded | 68fa6a9b1e209131cea2955d | | Trans2Seg-T | 42.07 | Not recorded | 68fa6a9b1e209131cea2955d | | PVT-S | 41.89 | Not recorded | 68fa6a9b1e209131cea2955d | | Trans4Trans-T | 41.28 | Not recorded | 68fa6a9b1e209131cea2955d | | PVT-T | 41 | Not recorded | 68fa6a9b1e209131cea2955d | | Trans4Trans-T | 40.44 | Not recorded | 68fa6a9b1e209131cea2955d | ### Trans4Trans-M mIoU: 45.73. Result ID: 699ac8cc5698665ec4573e49. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Encoder":"PVT-M \[63\]","Decoder":"TPM / Single-head","GFLOPs":34.38,"MParams":43.65,"Input Size":"512x512"}. This record does not assert independent reproduction. ### Trans4Trans-M mIoU: 45.15. Result ID: 699ac8cc5698665ec4573e4c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Encoder":"PVT-M \[63\]","Decoder":"TPM / Dual-head","GFLOPs":35.17,"MParams":44.04,"Input Size":"512x512"}. This record does not assert independent reproduction. ### Trans4Trans-S mIoU: 44.47. Result ID: 699ac8cc5698665ec4573e48. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Encoder":"PVT-S \[63\]","Decoder":"TPM / Single-head","GFLOPs":19.92,"MParams":23.95,"Input Size":"512x512"}. This record does not assert independent reproduction. ### Trans2Seg-S mIoU: 43.83. Result ID: 699ac8cc5698665ec4573e43. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Encoder":"R50 \[24\]","Decoder":"Transformer \[70\]","GFLOPs":40.98,"MParams":30.53,"Input Size":"512x512"}. This record does not assert independent reproduction. ### Trans4Trans-S mIoU: 43.45. Result ID: 699ac8cc5698665ec4573e4b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Encoder":"PVT-S \[63\]","Decoder":"TPM / Dual-head","GFLOPs":20.69,"MParams":24.34,"Input Size":"512x512"}. This record does not assert independent reproduction. ### Trans2Seg-T mIoU: 42.91. Result ID: 699ac8cc5698665ec4573e42. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Encoder":"R34 \[24\]","Decoder":"Transformer \[70\]","GFLOPs":30.26,"MParams":27.98,"Input Size":"512x512"}. This record does not assert independent reproduction. ### PVT-M mIoU: 42.49. Result ID: 699ac8cc5698665ec4573e46. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Encoder":"PVT-M \[63\]","Decoder":"Transformer \[70\]","GFLOPs":49,"MParams":56.2,"Input Size":"512x512"}. This record does not assert independent reproduction. ### Trans2Seg-T mIoU: 42.07. Result ID: 699ac8cc5698665ec4573e41. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Encoder":"R18 \[24\]","Decoder":"Transformer \[70\]","GFLOPs":16.96,"MParams":17.87,"Input Size":"512x512"}. This record does not assert independent reproduction. ### PVT-S mIoU: 41.89. Result ID: 699ac8cc5698665ec4573e45. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Encoder":"PVT-S \[63\]","Decoder":"Transformer \[70\]","GFLOPs":19.58,"MParams":24.36,"Input Size":"512x512"}. This record does not assert independent reproduction. ### Trans4Trans-T mIoU: 41.28. Result ID: 699ac8cc5698665ec4573e47. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Encoder":"PVT-T \[63\]","Decoder":"TPM / Single-head","GFLOPs":10.45,"MParams":12.71,"Input Size":"512x512"}. This record does not assert independent reproduction. ### PVT-T mIoU: 41. Result ID: 699ac8cc5698665ec4573e44. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Encoder":"PVT-T \[63\]","Decoder":"Transformer \[70\]","GFLOPs":10.16,"MParams":13.11,"Input Size":"512x512"}. This record does not assert independent reproduction. ### Trans4Trans-T mIoU: 40.44. Result ID: 699ac8cc5698665ec4573e4a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Encoder":"PVT-T \[63\]","Decoder":"TPM / Dual-head","GFLOPs":11.22,"MParams":13.1,"Input Size":"512x512"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.