SOTAVerified

2D Semantic Segmentation

Papers

Showing 26–50 of 79 papers

TitleStatusHype
Hierarchical Representations and Explicit Memory: Learning Effective Navigation Policies on 3D Scene Graphs using Graph Neural NetworksCode1
Interior Attention-Aware Network for Infrared Small Target DetectionCode1
SofGAN: A Portrait Image Generator with Dynamic StylingCode1
SWRNet: A Deep Learning Approach for Small Surface Water Area Recognition Onboard SatelliteCode0
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
COVIR: A virtual rendering of a novel NN architecture O-Net for COVID-19 Ct-scan automatic lung lesions segmentationCode0
DeepIndices: Remote Sensing Indices Based on Approximation of Functions through Deep-Learning, Application to Uncalibrated Vegetation ImagesCode0
FLOAT: Factorized Learning of Object Attributes for Improved Multi-object Multi-part Scene ParsingCode0
Gasformer: A Transformer-based Architecture for Segmenting Methane Emissions from Livestock in Optical Gas ImagingCode0
Learning 3D Semantics from Pose-Noisy 2D Images with Hierarchical Full Attention NetworkCode0
Mci-net: multi-scale context integrated network for liver ct image segmentationCode0
Methods for the frugal labeler: Multi-class semantic segmentation on heterogeneous labelsCode0
Microstructural segmentation using a union of attention guided U-Net models with different color transformed imagesCode0
MRFP: Learning Generalizable Semantic Segmentation from Sim-2-Real with Multi-Resolution Feature PerturbationCode0
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 Environments—0
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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