SOTAVerified

2D Semantic Segmentation

Papers

Showing 150 of 79 papers

TitleStatusHype
NovelSeek: When Agent Becomes the Scientist -- Building Closed-Loop System from Hypothesis to VerificationCode5
Wavelet Convolutions for Large Receptive FieldsCode4
ChangeMamba: Remote Sensing Change Detection With Spatiotemporal State Space ModelCode4
SERNet-Former: Semantic Segmentation by Efficient Residual Network with Attention-Boosting Gates and Attention-Fusion NetworksCode2
Neural 3D Scene Reconstruction with the Manhattan-world AssumptionCode2
Masked-attention Mask Transformer for Universal Image SegmentationCode2
Unified Perceptual Parsing for Scene UnderstandingCode1
2D Semantic-Guided Semantic Scene CompletionCode1
S^2-FPN: Scale-ware Strip Attention Guided Feature Pyramid Network for Real-time Semantic SegmentationCode1
SparseViT: Revisiting Activation Sparsity for Efficient High-Resolution Vision TransformerCode1
Automating cell counting in fluorescent microscopy through deep learning with c-ResUnetCode1
3D-MiniNet: Learning a 2D Representation from Point Clouds for Fast and Efficient 3D LIDAR Semantic SegmentationCode1
Bidirectional Projection Network for Cross Dimension Scene UnderstandingCode1
Building Disaster Damage Assessment in Satellite Imagery with Multi-Temporal FusionCode1
xBD: A Dataset for Assessing Building Damage from Satellite ImageryCode1
Self-Improving Semantic Perception for Indoor LocalisationCode1
CARLANE: A Lane Detection Benchmark for Unsupervised Domain Adaptation from Simulation to multiple Real-World DomainsCode1
SegFormer: Simple and Efficient Design for Semantic Segmentation with TransformersCode1
Satellite Image Semantic SegmentationCode1
DenseMTL: Cross-task Attention Mechanism for Dense Multi-task LearningCode1
Virtual Multi-view Fusion for 3D Semantic SegmentationCode1
Rethinking Atrous Convolution for Semantic Image SegmentationCode1
BDANet: Multiscale Convolutional Neural Network with Cross-directional Attention for Building Damage Assessment from Satellite ImagesCode1
Achelous: A Fast Unified Water-surface Panoptic Perception Framework based on Fusion of Monocular Camera and 4D mmWave RadarCode1
Novel Class Discovery for 3D Point Cloud Semantic SegmentationCode1
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 Environments0
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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