SOTAVerified

2D Semantic Segmentation

Papers

Showing 5175 of 79 papers

TitleStatusHype
PillarSegNet: Pillar-based Semantic Grid Map Estimation using Sparse LiDAR Data0
RendBEV: Semantic Novel View Synthesis for Self-Supervised Bird's Eye View Segmentation0
Semantic Interaction in Augmented Reality Environments for Microsoft HoloLens0
SiamixFormer: a fully-transformer Siamese network with temporal Fusion for accurate building detection and change detection in bi-temporal remote sensing images0
Technical Report for ICRA 2025 GOOSE 2D Semantic Segmentation Challenge: Leveraging Color Shift Correction, RoPE-Swin Backbone, and Quantile-based Label Denoising Strategy for Robust Outdoor Scene Understanding0
Technical Report for ICRA 2025 GOOSE 2D Semantic Segmentation Challenge: Boosting Off-Road Segmentation via Photometric Distortion and Exponential Moving Average0
VirtualPainting: Addressing Sparsity with Virtual Points and Distance-Aware Data Augmentation for 3D Object Detection0
What is it Like to Be a Bot: Simulated, Situated, Structurally Coherent Qualia (S3Q) Theory of Consciousness0
Methods for the frugal labeler: Multi-class semantic segmentation on heterogeneous labelsCode0
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
Mci-net: multi-scale context integrated network for liver ct image segmentationCode0
Utilizing Neural Networks for Semantic Segmentation on RGB/LiDAR Fused Data for Off-road Autonomous Military Vehicle PerceptionCode0
Semantic Segmentation with High Inference Speed in Off-Road EnvironmentsCode0
Semi-Supervised Segmentation of Multi-vendor and Multi-center Cardiac MRICode0
Learning 3D Semantics from Pose-Noisy 2D Images with Hierarchical Full Attention NetworkCode0
COVIR: A virtual rendering of a novel NN architecture O-Net for COVID-19 Ct-scan automatic lung lesions segmentationCode0
Gasformer: A Transformer-based Architecture for Segmenting Methane Emissions from Livestock in Optical Gas ImagingCode0
FLOAT: Factorized Learning of Object Attributes for Improved Multi-object Multi-part Scene ParsingCode0
SWRNet: A Deep Learning Approach for Small Surface Water Area Recognition Onboard SatelliteCode0
Normalization in Training U-Net for 2D Biomedical Semantic SegmentationCode0
A modular U-Net for automated segmentation of X-ray tomography images in composite materialsCode0
CANet: Context aware network with dual-stream pyramid for medical image segmentationCode0
Realtime Global Attention Network for Semantic SegmentationCode0
DeepIndices: Remote Sensing Indices Based on Approximation of Functions through Deep-Learning, Application to Uncalibrated Vegetation ImagesCode0
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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