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

Showing 150 of 283 papers

TitleStatusHype
ThermalDiffusion: Visual-to-Thermal Image-to-Image Translation for Autonomous Navigation0
Scene Detection Policies and Keyframe Extraction Strategies for Large-Scale Video Analysis0
JointDistill: Adaptive Multi-Task Distillation for Joint Depth Estimation and Scene Segmentation0
FedSaaS: Class-Consistency Federated Semantic Segmentation via Global Prototype Supervision and Local Adversarial Harmonization0
ReSurgSAM2: Referring Segment Anything in Surgical Video via Credible Long-term TrackingCode1
Federated EndoViT: Pretraining Vision Transformers via Federated Learning on Endoscopic Image Collections0
Temporal Propagation of Asymmetric Feature Pyramid for Surgical Scene Segmentation0
Concept-Aware LoRA for Domain-Aligned Segmentation Dataset Generation0
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 Superpoints0
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 Planning0
Point Cloud Based Scene Segmentation: A Survey0
Long-Video Audio Synthesis with Multi-Agent Collaboration0
SurgiSAM2: Fine-tuning a foundational model for surgical video anatomy segmentation and detection0
Pointmap Association and Piecewise-Plane Constraint for Consistent and Compact 3D Gaussian Segmentation Field0
Activation-wise Propagation: A Universal Strategy to Break Timestep Constraints in Spiking Neural Networks for 3D Data Processing0
NightAdapter: Learning a Frequency Adapter for Generalizable Night-time Scene Segmentation0
Classification Drives Geographic Bias in Street Scene Segmentation0
Point-GR: Graph Residual Point Cloud Network for 3D Object Classification and Segmentation0
Reducing Label Dependency for Underwater Scene Understanding: A Survey of Datasets, Techniques and Applications0
Slender Object Scene Segmentation in Remote Sensing Image Based on Learnable Morphological Skeleton with Segment Anything Model0
OLAF: A Plug-and-Play Framework for Enhanced Multi-object Multi-part Scene Parsing0
ROAD-Waymo: Action Awareness at Scale for Autonomous DrivingCode1
Image Synthesis with Class-Aware Semantic Diffusion Models for Surgical Scene Segmentation0
Surgical Scene Segmentation by Transformer With Asymmetric Feature EnhancementCode0
Scene-Segmentation-Based Exposure Compensation for Tone Mapping of High Dynamic Range Scenes0
Tackling domain generalization for out-of-distribution endoscopic imaging0
Uncertainty Estimation and Out-of-Distribution Detection for LiDAR Scene Semantic Segmentation0
Data Augmentation for Surgical Scene Segmentation with Anatomy-Aware Diffusion ModelsCode0
Individuation of 3D perceptual units from neurogeometry of binocular cells0
BitQ: Tailoring Block Floating Point Precision for Improved DNN Efficiency on Resource-Constrained DevicesCode1
Deep intra-operative illumination calibration of hyperspectral cameras0
Real-Time Multi-Scene Visibility Enhancement for Promoting Navigational Safety of Vessels Under Complex Weather ConditionsCode0
Handling Geometric Domain Shifts in Semantic Segmentation of Surgical RGB and Hyperspectral ImagesCode0
Query3D: LLM-Powered Open-Vocabulary Scene Segmentation with Language Embedded 3D GaussianCode1
Multimodal Fusion and Coherence Modeling for Video Topic Segmentation0
SMPISD-MTPNet: Scene Semantic Prior-Assisted Infrared Ship Detection Using Multi-Task Perception NetworksCode1
CycleSAM: One-Shot Surgical Scene Segmentation using Cycle-Consistent Feature Matching to Prompt SAM0
RHRSegNet: Relighting High-Resolution Night-Time Semantic Segmentation0
Fast and Efficient: Mask Neural Fields for 3D Scene SegmentationCode0
Matching Query Image Against Selected NeRF Feature for Efficient and Scalable Localization0
MCDS-VSS: Moving Camera Dynamic Scene Video Semantic Segmentation by Filtering with Self-Supervised Geometry and MotionCode0
Improved Convex Decomposition with Ensembling and Boolean Primitives0
3D Learnable Supertoken Transformer for LiDAR Point Cloud Scene Segmentation0
TS40K: a 3D Point Cloud Dataset of Rural Terrain and Electrical Transmission System0
Contrastive Gaussian Clustering: Weakly Supervised 3D Scene Segmentation0
Gaga: Group Any Gaussians via 3D-aware Memory Bank0
No Time to Train: Empowering Non-Parametric Networks for Few-shot 3D Scene SegmentationCode4
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1ICMMean IoU50.6Unverified
2Index NetworkMean IoU33.48Unverified
3DeepLab-LargeFOVMean IoU32.08Unverified
4SegNetMean IoU31.84Unverified
5FCNMean IoU27.39Unverified
#ModelMetricClaimedVerifiedStatus
13DMVAverage Accuracy75Unverified
2KPConv3DIoU68.6Unverified
3PointNet++Average Accuracy60.2Unverified
#ModelMetricClaimedVerifiedStatus
1Mask2AnomalyOpen-mIoU59.8Unverified
2LDN121-RPLOpen-mIoU56.3Unverified
3LDN121-DenseHybridOpen-mIoU45.8Unverified
#ModelMetricClaimedVerifiedStatus
1NeighborNetAP71.9Unverified
2TranS4merAP60.78Unverified
#ModelMetricClaimedVerifiedStatus
1UNetFormerCategory mIoU67.8Unverified