Semantic Segmentation On Lars

المقاييس

mIoU

النتائج

نتائج أداء النماذج المختلفة على هذا المعيار القياسي

اسم النموذج	F1	Q	mIoU	μ	Paper Title	Repository
BiSeNetv1 (ResNet-50)	42.8	39.4	92.2	73.3	LaRS: A Diverse Panoptic Maritime Obstacle Detection Dataset and Benchmark
STDC1	61.8	57.8	93.6	75.6	LaRS: A Diverse Panoptic Maritime Obstacle Detection Dataset and Benchmark
STDC2	64.3	60.8	94.5	76.5	LaRS: A Diverse Panoptic Maritime Obstacle Detection Dataset and Benchmark
BiSeNetv2	54.7	51.2	93.5	73.9	LaRS: A Diverse Panoptic Maritime Obstacle Detection Dataset and Benchmark
SWIM^2 (Mask2Former)	79.9	78.1	97.8	79.7	The 2nd Workshop on Maritime Computer Vision (MaCVi) 2024	-
IntCatchAI	44.9	20.5	45.6	62.4	LaRS: A Diverse Panoptic Maritime Obstacle Detection Dataset and Benchmark
PointRend	65.4	62.1	94.9	77.5	LaRS: A Diverse Panoptic Maritime Obstacle Detection Dataset and Benchmark
DeepLabv3 (ResNet-101)	66.1	62.9	95.2	77.5	LaRS: A Diverse Panoptic Maritime Obstacle Detection Dataset and Benchmark
Segmenter (ViT-B)	55.2	52.6	95.1	72.2	LaRS: A Diverse Panoptic Maritime Obstacle Detection Dataset and Benchmark
WODIS (ResNet-101)	47.5	40.7	85.7	63.0	LaRS: A Diverse Panoptic Maritime Obstacle Detection Dataset and Benchmark
eWaSR	58.9	56.5	96.0	67.8	The 2nd Workshop on Maritime Computer Vision (MaCVi) 2024	-
SegFormer (MiT-B2)	70.0	67.8	96.8	78.6	LaRS: A Diverse Panoptic Maritime Obstacle Detection Dataset and Benchmark
KNet (Swin-T)	73.4	71.3	97.2	78.8	LaRS: A Diverse Panoptic Maritime Obstacle Detection Dataset and Benchmark
UNet	15.4	13.9	90.1	75.7	LaRS: A Diverse Panoptic Maritime Obstacle Detection Dataset and Benchmark
TransMari (Mask2Former)	80.2	77.8	97.1	79.6	The 2nd Workshop on Maritime Computer Vision (MaCVi) 2024	-
DeepLabv3+ (ResNet-101)	64.0	61.0	95.4	77.8	LaRS: A Diverse Panoptic Maritime Obstacle Detection Dataset and Benchmark
FCN (ResNet-50)	57.9	53.6	92.6	76.8	LaRS: A Diverse Panoptic Maritime Obstacle Detection Dataset and Benchmark
WaSR (ResNet-101)	61.6	59.5	96.6	71.0	LaRS: A Diverse Panoptic Maritime Obstacle Detection Dataset and Benchmark
Mari-Mask2Former (Mask2Former)	77.3	75.7	97.8	78.4	The 2nd Workshop on Maritime Computer Vision (MaCVi) 2024	-
FCN (ResNet-101)	63.4	60.2	95.0	77.4	LaRS: A Diverse Panoptic Maritime Obstacle Detection Dataset and Benchmark

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