SOTAVerified

2D Semantic Segmentation

Papers

Showing 5179 of 79 papers

TitleStatusHype
A modular U-Net for automated segmentation of X-ray tomography images in composite materialsCode0
MINERVAS: Massive INterior EnviRonments VirtuAl Synthesis0
IMENet: Joint 3D Semantic Scene Completion and 2D Semantic Segmentation through Iterative Mutual Enhancement0
DeepIndices: Remote Sensing Indices Based on Approximation of Functions through Deep-Learning, Application to Uncalibrated Vegetation ImagesCode0
SegFormer: Simple and Efficient Design for Semantic Segmentation with TransformersCode1
Segmentation of Drilled Holes in Texture Wooden Furniture Panels Using Deep Neural NetworkCode0
BDANet: Multiscale Convolutional Neural Network with Cross-directional Attention for Building Damage Assessment from Satellite ImagesCode1
PillarSegNet: Pillar-based Semantic Grid Map Estimation using Sparse LiDAR Data0
Semi-Supervised Segmentation of Multi-vendor and Multi-center Cardiac MRICode0
Self-Improving Semantic Perception for Indoor LocalisationCode1
Bidirectional Projection Network for Cross Dimension Scene UnderstandingCode1
What is it Like to Be a Bot: Simulated, Situated, Structurally Coherent Qualia (S3Q) Theory of Consciousness0
3D Guided Weakly Supervised Semantic Segmentation0
Cross-directional Feature Fusion Network for Building Damage Assessment from Satellite Imagery0
Virtual Multi-view Fusion for 3D Semantic SegmentationCode1
SofGAN: A Portrait Image Generator with Dynamic StylingCode1
Building Disaster Damage Assessment in Satellite Imagery with Multi-Temporal FusionCode1
Attention-based Multi-modal Fusion Network for Semantic Scene Completion0
3D-MiniNet: Learning a 2D Representation from Point Clouds for Fast and Efficient 3D LIDAR Semantic SegmentationCode1
A Survey on Deep Learning-based Architectures for Semantic Segmentation on 2D images0
xBD: A Dataset for Assessing Building Damage from Satellite ImageryCode1
Encoder-Decoder based CNN and Fully Connected CRFs for Remote Sensed Image Segmentation0
Multi-Class Part Parsing With Joint Boundary-Semantic Awareness0
See and Think: Disentangling Semantic Scene CompletionCode0
OrthoSeg: A Deep Multimodal Convolutional Neural Network for Semantic Segmentation of Orthoimagery0
Normalization in Training U-Net for 2D Biomedical Semantic SegmentationCode0
Unified Perceptual Parsing for Scene UnderstandingCode1
A Fully Convolutional Network for Semantic Labeling of 3D Point Clouds0
Rethinking Atrous Convolution for Semantic Image SegmentationCode1
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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