SOTAVerified

2D Semantic Segmentation

Papers

Showing 110 of 79 papers

TitleStatusHype
NovelSeek: When Agent Becomes the Scientist -- Building Closed-Loop System from Hypothesis to VerificationCode5
ChangeMamba: Remote Sensing Change Detection With Spatiotemporal State Space ModelCode4
Wavelet Convolutions for Large Receptive FieldsCode4
SERNet-Former: Semantic Segmentation by Efficient Residual Network with Attention-Boosting Gates and Attention-Fusion NetworksCode2
Masked-attention Mask Transformer for Universal Image SegmentationCode2
Neural 3D Scene Reconstruction with the Manhattan-world AssumptionCode2
Achelous: A Fast Unified Water-surface Panoptic Perception Framework based on Fusion of Monocular Camera and 4D mmWave RadarCode1
3D-MiniNet: Learning a 2D Representation from Point Clouds for Fast and Efficient 3D LIDAR Semantic SegmentationCode1
CARLANE: A Lane Detection Benchmark for Unsupervised Domain Adaptation from Simulation to multiple Real-World DomainsCode1
BDANet: Multiscale Convolutional Neural Network with Cross-directional Attention for Building Damage Assessment from Satellite ImagesCode1
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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