# 3D Semantic Segmentation on Mip-NeRF-360 v1 (test) Source: [3D Semantic Segmentation on Mip-NeRF-360 v1 (test)]() Collection index: [llms.txt]() Data updated: 2026-04-27T07:20:30.540Z Evaluation of 3D Semantic Segmentation performance on the test split of Mip-NeRF-360 version 1, reporting class-specific metrics for Room, Counter, Garden, and Bonsai. 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-NeRF-360 v1 (test) | | 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 | | --- | --- | --- | --- | | NRGS | 69 | Not recorded | 69eeed5e55a3c32af89f95bf | | OccamLGS | 68.2 | Not recorded | 69eeed5e55a3c32af89f95bf | | GAGS | 67.1 | Not recorded | 69eeed5e55a3c32af89f95bf | | LangSplatV2 | 61 | Not recorded | 69eeed5e55a3c32af89f95bf | | LangSplat | 49.6 | Not recorded | 69eeed5e55a3c32af89f95bf | ### NRGS Room Accuracy: 69. Result ID: 69ef0e2747f34ce924d4d675. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### OccamLGS Room Accuracy: 68.2. Result ID: 69ef0e2747f34ce924d4d674. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### GAGS Room Accuracy: 67.1. Result ID: 69ef0e2747f34ce924d4d672. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### LangSplatV2 Room Accuracy: 61. Result ID: 69ef0e2747f34ce924d4d673. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### LangSplat Room Accuracy: 49.6. Result ID: 69ef0e2747f34ce924d4d671. [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.