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 201–250 of 283 papers

TitleStatusHype
Context Prior for Scene SegmentationCode1
Handling new target classes in semantic segmentation with domain adaptationCode0
DualConvMesh-Net: Joint Geodesic and Euclidean Convolutions on 3D MeshesCode1
A Robotic 3D Perception System for Operating Room Environment Awareness—0
Multilayer Dense Connections for Hierarchical Concept Classification—0
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
HR-SAR-Net: A Deep Neural Network for Urban Scene Segmentation from High-Resolution SAR Data—0
Differentiating Features for Scene Segmentation Based on Dedicated Attention Mechanisms—0
Boundary-Aware Feature Propagation for Scene SegmentationCode0
An Image Fusion Scheme for Single-Shot High Dynamic Range Imaging with Spatially Varying Exposures—0
PS^2-Net: A Locally and Globally Aware Network for Point-Based Semantic SegmentationCode0
Index NetworkCode0
DAR-Net: Dynamic Aggregation Network for Semantic Scene Segmentation—0
Interpretability Beyond Classification Output: Semantic Bottleneck Networks—0
Point-Voxel CNN for Efficient 3D Deep LearningCode0
IMP: Instance Mask Projection for High Accuracy Semantic Segmentation of Things—0
Example-Guided Style Consistent Image Synthesis from Semantic LabelingCode0
Scene Parsing via Integrated Classification Model and Variance-Based RegularizationCode0
Example-Guided Style-Consistent Image Synthesis From Semantic Labeling—0
Veritatem Dies Aperit - Temporally Consistent Depth Prediction Enabled by a Multi-Task Geometric and Semantic Scene Understanding ApproachCode0
Task Decomposition and Synchronization for Semantic Biomedical Image Segmentation—0
SAWNet: A Spatially Aware Deep Neural Network for 3D Point Cloud Processing—0
Seamless Scene SegmentationCode0
KPConv: Flexible and Deformable Convolution for Point CloudsCode1
DSNet: An Efficient CNN for Road Scene Segmentation—0
Relation-Aware Global Attention for Person Re-identificationCode0
The RGB-D Triathlon: Towards Agile Visual Toolboxes for RobotsCode0
Veritatem Dies Aperit- Temporally Consistent Depth Prediction Enabled by a Multi-Task Geometric and Semantic Scene Understanding ApproachCode0
Value of Temporal Dynamics Information in Driving Scene Segmentation—0
On Boosting Semantic Street Scene Segmentation with Weak SupervisionCode0
Toward Achieving Robust Low-Level and High-Level Scene ParsingCode0
Path-Invariant Map NetworksCode0
Semantic Stereo for Incidental Satellite ImagesCode0
A Domain Agnostic Normalization Layer for Unsupervised Adversarial Domain Adaptation—0
Dual Attention Network for Scene SegmentationCode0
PFCNN: Convolutional Neural Networks on 3D Surfaces Using Parallel FramesCode0
Online Self-supervised Scene Segmentation for Micro Aerial Vehicles—0
Context Contrasted Feature and Gated Multi-Scale Aggregation for Scene SegmentationCode0
Real-time Progressive 3D Semantic Segmentation for Indoor Scene—0
3DMV: Joint 3D-Multi-View Prediction for 3D Semantic Scene SegmentationCode0
Panoptic SegmentationCode1
SGPN: Similarity Group Proposal Network for 3D Point Cloud Instance SegmentationCode0
Neuron-level Selective Context Aggregation for Scene Segmentation—0
A Fully Convolutional Tri-branch Network (FCTN) for Domain Adaptation—0
Modeling Urban Scenes From Pointclouds—0
DepthComp: real-time depth image completion based on prior semantic scene segmentationCode0
Fast Scene Understanding for Autonomous DrivingCode0
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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