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 1–25 of 283 papers

TitleStatusHype
ThermalDiffusion: Visual-to-Thermal Image-to-Image Translation for Autonomous Navigation—0
Scene Detection Policies and Keyframe Extraction Strategies for Large-Scale Video Analysis—0
JointDistill: Adaptive Multi-Task Distillation for Joint Depth Estimation and Scene Segmentation—0
FedSaaS: Class-Consistency Federated Semantic Segmentation via Global Prototype Supervision and Local Adversarial Harmonization—0
ReSurgSAM2: Referring Segment Anything in Surgical Video via Credible Long-term TrackingCode1
Federated EndoViT: Pretraining Vision Transformers via Federated Learning on Endoscopic Image Collections—0
Temporal Propagation of Asymmetric Feature Pyramid for Surgical Scene Segmentation—0
Concept-Aware LoRA for Domain-Aligned Segmentation Dataset Generation—0
The Coralscapes Dataset: Semantic Scene Understanding in Coral ReefsCode1
MammAlps: A multi-view video behavior monitoring dataset of wild mammals in the Swiss AlpsCode1
SPNeRF: Open Vocabulary 3D Neural Scene Segmentation with Superpoints—0
Rethinking End-to-End 2D to 3D Scene Segmentation in Gaussian SplattingCode2
Exploring 3D Activity Reasoning and Planning: From Implicit Human Intentions to Route-Aware Planning—0
Point Cloud Based Scene Segmentation: A Survey—0
Long-Video Audio Synthesis with Multi-Agent Collaboration—0
SurgiSAM2: Fine-tuning a foundational model for surgical video anatomy segmentation and detection—0
Pointmap Association and Piecewise-Plane Constraint for Consistent and Compact 3D Gaussian Segmentation Field—0
Activation-wise Propagation: A Universal Strategy to Break Timestep Constraints in Spiking Neural Networks for 3D Data Processing—0
NightAdapter: Learning a Frequency Adapter for Generalizable Night-time Scene Segmentation—0
Classification Drives Geographic Bias in Street Scene Segmentation—0
Point-GR: Graph Residual Point Cloud Network for 3D Object Classification and Segmentation—0
Reducing Label Dependency for Underwater Scene Understanding: A Survey of Datasets, Techniques and Applications—0
Slender Object Scene Segmentation in Remote Sensing Image Based on Learnable Morphological Skeleton with Segment Anything Model—0
OLAF: A Plug-and-Play Framework for Enhanced Multi-object Multi-part Scene Parsing—0
ROAD-Waymo: Action Awareness at Scale for Autonomous DrivingCode1
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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