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

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Showing 51–100 of 283 papers

TitleStatusHype
Exploring Event-driven Dynamic Context for Accident Scene SegmentationCode1
A Shared Representation for Photorealistic Driving SimulatorsCode1
Mesh Convolution with Continuous Filters for 3D Surface ParsingCode1
DSPoint: Dual-scale Point Cloud Recognition with High-frequency FusionCode1
FTNet: Feature Transverse Network for Thermal Image Semantic SegmentationCode1
Multi-Domain Incremental Learning for Semantic SegmentationCode1
CondNet: Conditional Classifier for Scene SegmentationCode1
Trans4Trans: Efficient Transformer for Transparent Object and Semantic Scene Segmentation in Real-World Navigation AssistanceCode1
Bird's-Eye-View Panoptic Segmentation Using Monocular Frontal View ImagesCode1
Standardized Max Logits: A Simple yet Effective Approach for Identifying Unexpected Road Obstacles in Urban-Scene SegmentationCode1
Unsupervised Discovery of Object Radiance FieldsCode1
Image2Point: 3D Point-Cloud Understanding with 2D Image Pretrained ModelsCode1
RobustNet: Improving Domain Generalization in Urban-Scene Segmentation via Instance Selective WhiteningCode1
Adaptive Boosting for Domain Adaptation: Towards Robust Predictions in Scene SegmentationCode1
Point TransformerCode1
SNE-RoadSeg: Incorporating Surface Normal Information into Semantic Segmentation for Accurate Freespace DetectionCode1
Scene Segmentation with Dual Relation-aware Attention NetworkCode1
Learning and Reasoning with the Graph Structure Representation in Robotic SurgeryCode1
Learning Physical Graph Representations from Visual ScenesCode1
A Local-to-Global Approach to Multi-modal Movie Scene SegmentationCode1
Context Prior for Scene SegmentationCode1
DualConvMesh-Net: Joint Geodesic and Euclidean Convolutions on 3D MeshesCode1
Fusion-Aware Point Convolution for Online Semantic 3D Scene SegmentationCode1
Cars Can't Fly up in the Sky: Improving Urban-Scene Segmentation via Height-driven Attention NetworksCode1
FPConv: Learning Local Flattening for Point ConvolutionCode1
2018 Robotic Scene Segmentation ChallengeCode1
KPConv: Flexible and Deformable Convolution for Point CloudsCode1
Panoptic SegmentationCode1
PointNet: Deep Learning on Point Sets for 3D Classification and SegmentationCode1
SegNet: A Deep Convolutional Encoder-Decoder Architecture for Image SegmentationCode1
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
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
SPNeRF: Open Vocabulary 3D Neural Scene Segmentation with Superpoints—0
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
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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