SOTAVerified

2D Semantic Segmentation

Papers

Showing 51–75 of 79 papers

TitleStatusHype
OrthoSeg: A Deep Multimodal Convolutional Neural Network for Semantic Segmentation of Orthoimagery—0
PillarSegNet: Pillar-based Semantic Grid Map Estimation using Sparse LiDAR Data—0
Technical Report for ICRA 2025 GOOSE 2D Semantic Segmentation Challenge: Boosting Off-Road Segmentation via Photometric Distortion and Exponential Moving Average—0
RendBEV: Semantic Novel View Synthesis for Self-Supervised Bird's Eye View Segmentation—0
Encoder-Decoder based CNN and Fully Connected CRFs for Remote Sensed Image Segmentation—0
A Fully Convolutional Network for Semantic Labeling of 3D Point Clouds—0
Cross-directional Feature Fusion Network for Building Damage Assessment from Satellite Imagery—0
3D Can Be Explored In 2D: Pseudo-Label Generation for LiDAR Point Clouds Using Sensor-Intensity-Based 2D Semantic Segmentation—0
CoDa-4DGS: Dynamic Gaussian Splatting with Context and Deformation Awareness for Autonomous Driving—0
3D Guided Weakly Supervised Semantic Segmentation—0
VirtualPainting: Addressing Sparsity with Virtual Points and Distance-Aware Data Augmentation for 3D Object Detection—0
CaRaFFusion: Improving 2D Semantic Segmentation with Camera-Radar Point Cloud Fusion and Zero-Shot Image Inpainting—0
Semantic Interaction in Augmented Reality Environments for Microsoft HoloLens—0
3D Face Parsing via Surface Parameterization and 2D Semantic Segmentation Network—0
What is it Like to Be a Bot: Simulated, Situated, Structurally Coherent Qualia (S3Q) Theory of Consciousness—0
Augmented Efficiency: Reducing Memory Footprint and Accelerating Inference for 3D Semantic Segmentation through Hybrid Vision—0
M^33D: Learning 3D priors using Multi-Modal Masked Autoencoders for 2D image and video understanding—0
SiamixFormer: a fully-transformer Siamese network with temporal Fusion for accurate building detection and change detection in bi-temporal remote sensing images—0
Attention-based Multi-modal Fusion Network for Semantic Scene Completion—0
A Survey on Deep Learning-based Architectures for Semantic Segmentation on 2D images—0
MINERVAS: Massive INterior EnviRonments VirtuAl Synthesis—0
MOSE: Monocular Semantic Reconstruction Using NeRF-Lifted Noisy Priors—0
2D Feature Distillation for Weakly- and Semi-Supervised 3D Semantic Segmentation—0
Multi-Class Part Parsing With Joint Boundary-Semantic Awareness—0
Multi-Sem Fusion: Multimodal Semantic Fusion for 3D Object Detection—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