SOTAVerified

2D Semantic Segmentation

Papers

Showing 11–20 of 79 papers

TitleStatusHype
DenseMTL: Cross-task Attention Mechanism for Dense Multi-task LearningCode1
CARLANE: A Lane Detection Benchmark for Unsupervised Domain Adaptation from Simulation to multiple Real-World DomainsCode1
S^2-FPN: Scale-ware Strip Attention Guided Feature Pyramid Network for Real-time Semantic SegmentationCode1
Interior Attention-Aware Network for Infrared Small Target DetectionCode1
Automating cell counting in fluorescent microscopy through deep learning with c-ResUnetCode1
Satellite Image Semantic SegmentationCode1
Hierarchical Representations and Explicit Memory: Learning Effective Navigation Policies on 3D Scene Graphs using Graph Neural NetworksCode1
SegFormer: Simple and Efficient Design for Semantic Segmentation with TransformersCode1
BDANet: Multiscale Convolutional Neural Network with Cross-directional Attention for Building Damage Assessment from Satellite ImagesCode1
Self-Improving Semantic Perception for Indoor LocalisationCode1
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Benchmark Results

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