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 251–275 of 283 papers

TitleStatusHype
SSS3D: Fast Neural Architecture Search For Efficient Three-Dimensional Semantic 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
Improving Pixel-Level Contrastive Learning by Leveraging Exogenous Depth Information—0
Individuation of 3D perceptual units from neurogeometry of binocular cells—0
Indoor Point Cloud Segmentation Using Iterative Gaussian Mapping and Improved Model Fitting—0
Interpretability Beyond Classification Output: Semantic Bottleneck Networks—0
JointDistill: Adaptive Multi-Task Distillation for Joint Depth Estimation and Scene Segmentation—0
Large-Context Conversational Representation Learning: Self-Supervised Learning for Conversational Documents—0
Layered image motion with explicit occlusions, temporal consistency, and depth ordering—0
Layered Interpretation of Street View Images—0
Layered RGBD Scene Flow Estimation—0
SurgiSAM2: Fine-tuning a foundational model for surgical video anatomy segmentation and detection—0
Learning Representation in Colour Conversion—0
Learning Similarity Metrics for Dynamic Scene Segmentation—0
Tackling domain generalization for out-of-distribution endoscopic imaging—0
Long-Video Audio Synthesis with Multi-Agent Collaboration—0
Machine Learning for Visual Navigation of Unmanned Ground Vehicles—0
Task Decomposition and Synchronization for Semantic Biomedical Image Segmentation—0
Taskology: Utilizing Task Relations at Scale—0
Matching Query Image Against Selected NeRF Feature for Efficient and Scalable Localization—0
MEGA: Multimodal Alignment Aggregation and Distillation For Cinematic Video Segmentation—0
MirageRoom: 3D Scene Segmentation with 2D Pre-trained Models by Mirage Projection—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