SOTAVerified

Scene Segmentation

Scene segmentation is the task of splitting a scene into its various object components.

Image adapted from Temporally coherent 4D reconstruction of complex dynamic scenes.

Papers

Recently AddedMost HypedMost ActiveNeeds VerificationMost Verified

Showing 101–125 of 283 papers

TitleStatusHype
Contrastive Gaussian Clustering: Weakly Supervised 3D Scene Segmentation—0
Modeling Urban Scenes From Pointclouds—0
Arthroscopic Multi-Spectral Scene Segmentation Using Deep Learning—0
A Domain Agnostic Normalization Layer for Unsupervised Adversarial Domain Adaptation—0
Matching Query Image Against Selected NeRF Feature for Efficient and Scalable Localization—0
CONDA: Continual Unsupervised Domain Adaptation Learning in Visual Perception for Self-Driving Cars—0
FOR-instance: a UAV laser scanning benchmark dataset for semantic and instance segmentation of individual trees—0
Global-Local Propagation Network for RGB-D Semantic Segmentation—0
Concept-Aware LoRA for Domain-Aligned Segmentation Dataset Generation—0
Introducing Intermediate Domains for Effective Self-Training during Test-Time—0
A Robust 3D-2D Interactive Tool for Scene Segmentation and Annotation—0
MEGA: Multimodal Alignment Aggregation and Distillation For Cinematic Video Segmentation—0
Hierarchical Knowledge Distillation for Dialogue Sequence Labeling—0
HR-SAR-Net: A Deep Neural Network for Urban Scene Segmentation from High-Resolution SAR Data—0
MOVES: Movable and Moving LiDAR Scene Segmentation in Label-Free settings using Static Reconstruction—0
Multi-scale Attention U-Net (MsAUNet): A Modified U-Net Architecture for Scene Segmentation—0
Image Synthesis with Class-Aware Semantic Diffusion Models for Surgical Scene Segmentation—0
IMP: Instance Mask Projection for High Accuracy Semantic Segmentation of Things—0
Implicit Ray-Transformers for Multi-view Remote Sensing Image Segmentation—0
Improved Convex Decomposition with Ensembling and Boolean Primitives—0
FedSaaS: Class-Consistency Federated Semantic Segmentation via Global Prototype Supervision and Local Adversarial Harmonization—0
Improving Pixel-Level Contrastive Learning by Leveraging Exogenous Depth Information—0
Federated EndoViT: Pretraining Vision Transformers via Federated Learning on Endoscopic Image Collections—0
Individuation of 3D perceptual units from neurogeometry of binocular cells—0
FBNet: Feature Balance Network for Urban-Scene Segmentation—0
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All datasetsSUN-RGBDScanNetStreetHazardsMovieNetUAVid

Benchmark Results

#ModelMetricClaimedVerifiedStatus
1ICMMean IoU50.6—Unverified
2Index NetworkMean IoU33.48—Unverified
3DeepLab-LargeFOVMean IoU32.08—Unverified
4SegNetMean IoU31.84—Unverified
5FCNMean IoU27.39—Unverified
#ModelMetricClaimedVerifiedStatus
13DMVAverage Accuracy75—Unverified
2KPConv3DIoU68.6—Unverified
3PointNet++Average Accuracy60.2—Unverified
#ModelMetricClaimedVerifiedStatus
1Mask2AnomalyOpen-mIoU59.8—Unverified
2LDN121-RPLOpen-mIoU56.3—Unverified
3LDN121-DenseHybridOpen-mIoU45.8—Unverified
#ModelMetricClaimedVerifiedStatus
1NeighborNetAP71.9—Unverified
2TranS4merAP60.78—Unverified
#ModelMetricClaimedVerifiedStatus
1UNetFormerCategory mIoU67.8—Unverified