# 3D Semantic Segmentation on Mip-NeRF360 Source: [3D Semantic Segmentation on Mip-NeRF360]() Collection index: [llms.txt]() Data updated: 2026-05-14T09:45:59.740Z Evaluation of 3D semantic segmentation performance on the Mip-NeRF360 dataset, reporting class-specific metrics for Room, Counter, Garden, Bonsai, and Overall accuracy. 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 | 3D semantic segmentation | | Dataset (including any stated split) | Mip-NeRF360 | | Metric | Room Accuracy | | 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 - [Room Accuracy](): Higher is better; unit: PERCENT. - [Counter Accuracy](): Higher is better; unit: PERCENT. - [Garden Accuracy](): Higher is better; unit: PERCENT. - [Bonsai Accuracy](): Higher is better; unit: PERCENT. - [Overall Accuracy](): Higher is better; unit: PERCENT. ## Recorded results | Method | Room Accuracy | Result date | Report paper | | --- | --- | --- | --- | | SCOUP | 66.5 | Not recorded | 6a055726dbc836b87d828d62 | | LangSplatV2 | 64.3 | Not recorded | 6a055726dbc836b87d828d62 | | GOI | 60.3 | Not recorded | 6a055726dbc836b87d828d62 | | LangSplat | 53.2 | Not recorded | 6a055726dbc836b87d828d62 | | LEGaussian | 25.5 | Not recorded | 6a055726dbc836b87d828d62 | ### SCOUP Room Accuracy: 66.5. Result ID: 6a0598dc47f34ce924ed0533. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### LangSplatV2 Room Accuracy: 64.3. Result ID: 6a0598dc47f34ce924ed0532. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### GOI Room Accuracy: 60.3. Result ID: 6a0598dc47f34ce924ed0530. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### LangSplat Room Accuracy: 53.2. Result ID: 6a0598dc47f34ce924ed0531. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### LEGaussian Room Accuracy: 25.5. Result ID: 6a0598dc47f34ce924ed052f. [Reporting paper]() [Method origin paper]() [Implementation]() 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.