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Panoptic Segmentation on nuScenes 1% labels (val)

42.5PQPointINS
14.21221.55628.936.244Dec 12, 2024Feb 28, 2025May 17, 2025Aug 3, 2025Oct 20, 2025Jan 6, 2026Mar 26, 2026

Evaluation results

MethodLinks
PointINSEvaluation Protocol=fine-tuning2026.0342.58249.6
DOSEvaluation Protocol=fine-tuning2026.0341.275.749.2
NOMAEEvaluation Protocol=fine-tuning2026.0337.478.545.2
SonataEvaluation Protocol=fine-tuning2026.0334.772.542.3
PTv3Evaluation Protocol=supervised2026.0334.271.240.1
CMCRLabeling Percentage=1%, Fine-tuning=true2024.1220.780.526.1
CMCRLabeled data percentage=1%2024.1220.780.526.1
SuperFlowLabeling Percentage=1%, Fine-tuning=true2024.1219.878.325.1
SuperFlowLabeled data percentage=1%2024.1219.878.325.1
CSCLabeling Percentage=1%, Fine-tuning=true2024.1219.374.524.6
CSCLabeled data percentage=1%2024.1219.374.524.6
SLidR + DINOV2Labeled data percentage=1%2024.1217.670.722.7
SLidRLabeling Percentage=1%, Fine-tuning=true2024.1216.365.721.4
SLidR + SLICLabeled data percentage=1%2024.1216.365.721.4
No Pre-trainingLabeling Percentage=1%, Fine-tuning=true2024.1215.362.620.4
No Pre-trainingLabeled data percentage=1%2024.1215.362.620.4