SOTAVerified

2D Semantic Segmentation

Papers

Showing 2650 of 79 papers

TitleStatusHype
xBD: A Dataset for Assessing Building Damage from Satellite ImageryCode1
Unified Perceptual Parsing for Scene UnderstandingCode1
Rethinking Atrous Convolution for Semantic Image SegmentationCode1
Technical Report for ICRA 2025 GOOSE 2D Semantic Segmentation Challenge: Boosting Off-Road Segmentation via Photometric Distortion and Exponential Moving Average0
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
CaRaFFusion: Improving 2D Semantic Segmentation with Camera-Radar Point Cloud Fusion and Zero-Shot Image Inpainting0
3D Can Be Explored In 2D: Pseudo-Label Generation for LiDAR Point Clouds Using Sensor-Intensity-Based 2D Semantic Segmentation0
Rethinking the Nested U-Net Approach: Enhancing Biomarker Segmentation with Attention Mechanisms and Multiscale Feature FusionCode0
CoDa-4DGS: Dynamic Gaussian Splatting with Context and Deformation Awareness for Autonomous Driving0
RendBEV: Semantic Novel View Synthesis for Self-Supervised Bird's Eye View Segmentation0
Few-shot Semantic Learning for Robust Multi-Biome 3D Semantic Mapping in Off-Road Environments0
MOSE: Monocular Semantic Reconstruction Using NeRF-Lifted Noisy Priors0
Augmented Efficiency: Reducing Memory Footprint and Accelerating Inference for 3D Semantic Segmentation through Hybrid Vision0
Gasformer: A Transformer-based Architecture for Segmenting Methane Emissions from Livestock in Optical Gas ImagingCode0
VirtualPainting: Addressing Sparsity with Virtual Points and Distance-Aware Data Augmentation for 3D Object Detection0
MRFP: Learning Generalizable Semantic Segmentation from Sim-2-Real with Multi-Resolution Feature PerturbationCode0
2D Feature Distillation for Weakly- and Semi-Supervised 3D Semantic Segmentation0
SWRNet: A Deep Learning Approach for Small Surface Water Area Recognition Onboard SatelliteCode0
M^33D: Learning 3D priors using Multi-Modal Masked Autoencoders for 2D image and video understanding0
Mci-net: multi-scale context integrated network for liver ct image segmentationCode0
Neural Field Conditioning Strategies for 2D Semantic Segmentation0
Semantic Segmentation with High Inference Speed in Off-Road EnvironmentsCode0
Utilizing Neural Networks for Semantic Segmentation on RGB/LiDAR Fused Data for Off-road Autonomous Military Vehicle PerceptionCode0
Microstructural segmentation using a union of attention guided U-Net models with different color transformed imagesCode0
CANet: Context aware network with dual-stream pyramid for medical image segmentationCode0
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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