SOTAVerified

2D Semantic Segmentation

Papers

Showing 4150 of 79 papers

TitleStatusHype
Normalization in Training U-Net for 2D Biomedical Semantic SegmentationCode0
Realtime Global Attention Network for Semantic SegmentationCode0
Rethinking the Nested U-Net Approach: Enhancing Biomarker Segmentation with Attention Mechanisms and Multiscale Feature FusionCode0
See and Think: Disentangling Semantic Scene CompletionCode0
Segmentation-Based vs. Regression-Based Biomarker Estimation: A Case Study of Fetus Head Circumference Assessment from Ultrasound ImagesCode0
Segmentation of Drilled Holes in Texture Wooden Furniture Panels Using Deep Neural NetworkCode0
Semantic Segmentation with High Inference Speed in Off-Road EnvironmentsCode0
Semi-Supervised Segmentation of Multi-vendor and Multi-center Cardiac MRICode0
Utilizing Neural Networks for Semantic Segmentation on RGB/LiDAR Fused Data for Off-road Autonomous Military Vehicle PerceptionCode0
Few-shot Semantic Learning for Robust Multi-Biome 3D Semantic Mapping in Off-Road Environments0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
17x7 dense-morphological + ibf + sprbmIoU82.19Unverified
25x5 dense-morphological + ibf + sprbmIoU81.92Unverified
37x7 linear + ibf+sprbmIoU81.49Unverified
47x7 linear-ratio + ibf + sprbmIoU81.35Unverified
57x7 polynomial + ibf + sprbmIoU81.21Unverified
63x3 universal-function + ibf + sprbmIoU81.08Unverified
75x5 polynomial + ibf + sprbmIoU80.67Unverified
85x5 universal-function + ibf + sprbmIoU80.63Unverified
97x7 universal-function + ibf + sprbmIoU80.36Unverified
103x3 dense-morphological + ibf + sprbmIoU80.29Unverified
#ModelMetricClaimedVerifiedStatus
1Mask2Former (Swin-L)mIoU47.85Unverified
2UPerNet (ConvNeXt-L)mIoU47.3Unverified
3Mask2Former (ResNet-50)mIoU43.71Unverified
4DeepLabv3 (ResNet-50)mIoU43.37Unverified
5Segformer (MiT-B5)mIoU40.83Unverified
#ModelMetricClaimedVerifiedStatus
1MambaBDA-BaseWeighted Average F1-score0.81Unverified
2BDANetWeighted Average F1-score0.81Unverified
3Double branch U-NetWeighted Average F1-score0.8Unverified
4Double branch U-NetWeighted Average F1-score0.74Unverified
5Baseline ModelWeighted Average F1-score0.27Unverified
#ModelMetricClaimedVerifiedStatus
1SwiftnetMean IoU (class)77.9Unverified
2DeeplabV3 + ResnetMean IoU (class)35.88Unverified
#ModelMetricClaimedVerifiedStatus
1SERNet-FormermIoU84.62Unverified
#ModelMetricClaimedVerifiedStatus
1UNetAverage IOU0.84Unverified
#ModelMetricClaimedVerifiedStatus
1Modular U-Net (2D)Jaccard (Mean)87Unverified
#ModelMetricClaimedVerifiedStatus
1Achelous-FV-RDF-S2mIoU79.6Unverified
#ModelMetricClaimedVerifiedStatus
1SWRNetCategory mIoU0.79Unverified