# Semantic Segmentation on AGR 5/6/7 Source: [Semantic Segmentation on AGR 5/6/7]() Collection index: [llms.txt]() Data updated: 2026-04-20T06:56:06.921Z Evaluation of Semantic Segmentation performance on the AGR 5/6/7 dataset, reporting detailed Intersection over Union (IoU) and Precision metrics across specific classes (BG, Kernel, Buffer, IPyC, SiC, OPyC) alongside overall mIoU and mP. 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) | AGR 5/6/7 | | Metric | IoU (BG) | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 8 of 8 | | 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 - [IoU (BG)](): Higher is better; unit: PERCENT. - [IoU (Kernel)](): Higher is better; unit: PERCENT. - [IoU (Buffer)](): Higher is better; unit: PERCENT. - [IoU (IPyC)](): Higher is better; unit: PERCENT. - [IoU (SiC)](): Higher is better; unit: PERCENT. - [IoU (OPyC)](): Higher is better; unit: PERCENT. - [mIoU](): Higher is better; unit: PERCENT. - [Precision (BG)](): Higher is better; unit: PERCENT. - [Precision (Kernel)](): Higher is better; unit: PERCENT. - [Precision (Buffer)](): Higher is better; unit: PERCENT. - [Precision (IPyC)](): Higher is better; unit: PERCENT. - [Precision (SiC)](): Higher is better; unit: PERCENT. - [Precision (OPyC)](): Higher is better; unit: PERCENT. - [mP](): Higher is better; unit: PERCENT. ## Recorded results | Method | IoU (BG) | Result date | Report paper | | --- | --- | --- | --- | | UA-Net | 97.2 | Not recorded | 69e5b30d7d0172140ec7dfc9 | | RN101-DLV3 | 97 | Not recorded | 69e5b30d7d0172140ec7dfc9 | | RN101-FCN | 97 | Not recorded | 69e5b30d7d0172140ec7dfc9 | | RN50-FCN | 97 | Not recorded | 69e5b30d7d0172140ec7dfc9 | | RN50-DLV3 | 96.9 | Not recorded | 69e5b30d7d0172140ec7dfc9 | | MN-LRASPP | 96.7 | Not recorded | 69e5b30d7d0172140ec7dfc9 | | RU-Net | 96.5 | Not recorded | 69e5b30d7d0172140ec7dfc9 | | MN-DLV3 | 96.1 | Not recorded | 69e5b30d7d0172140ec7dfc9 | ### UA-Net IoU (BG): 97.2. Result ID: 69e5cde847f34ce924cb7425. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### RN101-DLV3 IoU (BG): 97. Result ID: 69e5cde847f34ce924cb741f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-101","Architecture":"DeepLabV3"}. This record does not assert independent reproduction. ### RN101-FCN IoU (BG): 97. Result ID: 69e5cde847f34ce924cb7421. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ResNet-101","Architecture":"FCN"}. This record does not assert independent reproduction. ### RN50-FCN IoU (BG): 97. Result ID: 69e5cde847f34ce924cb7422. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ResNet-50","Architecture":"FCN"}. This record does not assert independent reproduction. ### RN50-DLV3 IoU (BG): 96.9. Result ID: 69e5cde847f34ce924cb7420. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet-50","Architecture":"DeepLabV3"}. This record does not assert independent reproduction. ### MN-LRASPP IoU (BG): 96.7. Result ID: 69e5cde847f34ce924cb7423. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"MobileNet","Architecture":"LRASPP"}. This record does not assert independent reproduction. ### RU-Net IoU (BG): 96.5. Result ID: 69e5cde847f34ce924cb7424. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### MN-DLV3 IoU (BG): 96.1. Result ID: 69e5cde847f34ce924cb741e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"MobileNet","Architecture":"DeepLabV3"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.