# Crowd Instance Segmentation on UCF-QNRF (5% labeled) Source: [Crowd Instance Segmentation on UCF-QNRF (5% labeled)]() Collection index: [llms.txt]() Data updated: 2026-03-18T08:22:50.279Z Evaluation of Crowd Instance Segmentation performance on the 5% labeled subset of the UCF-QNRF dataset, measured using IoU@0.5. 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 | Crowd Instance Segmentation | | Dataset (including any stated split) | UCF-QNRF (5% labeled) | | Metric | IoU@0.5 | | 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 - [IoU@0.5](): Higher is better; unit: PERCENT. ## Recorded results | Method | IoU@0.5 | Result date | Report paper | | --- | --- | --- | --- | | XMask | 28.2 | Not recorded | 69ba31af0636e5bf4afc0a30 | | XMask | 26.9 | Not recorded | 69ba31af0636e5bf4afc0a30 | | FastSAM | 22.3 | Not recorded | 69ba31af0636e5bf4afc0a30 | | FastSAM | 20.3 | Not recorded | 69ba31af0636e5bf4afc0a30 | | point only | 19.8 | Not recorded | 69ba31af0636e5bf4afc0a30 | ### XMask IoU@0.5: 28.2. Result ID: 69ba60d947f34ce924a43679. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"NNEC":"true"}. This record does not assert independent reproduction. ### XMask IoU@0.5: 26.9. Result ID: 69ba60d947f34ce924a43678. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"NNEC":"false"}. This record does not assert independent reproduction. ### FastSAM IoU@0.5: 22.3. Result ID: 69ba60d947f34ce924a43676. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"NNEC":"true"}. This record does not assert independent reproduction. ### FastSAM IoU@0.5: 20.3. Result ID: 69ba60d947f34ce924a43675. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"NNEC":"false"}. This record does not assert independent reproduction. ### point only IoU@0.5: 19.8. Result ID: 69ba60d947f34ce924a43677. [Reporting paper]() Recorded evaluation configuration: {"NNEC":"true"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.