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Semantic Segmentation on Cityscapes (mIoU by Model Size)

73.48mIoU (Tiny)Segmenter
67.2468.8670.4872.1Sep 12, 2025

Evaluation results

MethodLinks
SegmenterS=-, GELU Type=GELU, Quantization=Baseline2025.0973.4877.0977.6479.06
I-SegmenterS=-, GELU Type=λ-ShiftGELU, Quantization=QAT2025.0970.2373.2873.2374.09
I-SegmenterS=1, GELU Type=λ-ShiftGELU, Quantization=PTQ2025.0968.3171.9871.8572.9
I-SegmenterS=500, GELU Type=λ-ShiftGELU, Quantization=PTQ2025.0967.972.0570.5473.35
I-SegmenterS=500, GELU Type=ShiftGELU, Quantization=PTQ2025.0967.8226.6911.815.7
I-SegmenterS=1, GELU Type=ShiftGELU, Quantization=PTQ2025.0967.4822.8410.33.92