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 126–150 of 283 papers

TitleStatusHype
CycleSAM: One-Shot Surgical Scene Segmentation using Cycle-Consistent Feature Matching to Prompt SAM—0
DA-BEV: Unsupervised Domain Adaptation for Bird's Eye View Perception—0
DAR-Net: Dynamic Aggregation Network for Semantic Scene Segmentation—0
Deep intra-operative illumination calibration of hyperspectral cameras—0
U3DS^3: Unsupervised 3D Semantic Scene Segmentation—0
Detecting Scenes in Fiction: A new Segmentation Task—0
Did Evolution get it right? An evaluation of Near-Infrared imaging in semantic scene segmentation using deep learning—0
Differentiating Features for Scene Segmentation Based on Dedicated Attention Mechanisms—0
Domain Adaptive Semantic Segmentation by Optimal Transport—0
DSNet: An Efficient CNN for Road Scene Segmentation—0
Uncertainty Estimation and Out-of-Distribution Detection for LiDAR Scene Semantic Segmentation—0
Semantic Scene Completion using Local Deep Implicit Functions on LiDAR Data—0
Efficient fine-grained road segmentation using superpixel-based CNN and CRF models—0
Active Self-Training for Weakly Supervised 3D Scene Semantic Segmentation—0
Semantic Scene Segmentation for Robotics Applications—0
Elastic Interaction Energy-Informed Real-Time Traffic Scene Perception—0
Example-Guided Style-Consistent Image Synthesis From Semantic Labeling—0
Exploring 3D Activity Reasoning and Planning: From Implicit Human Intentions to Route-Aware Planning—0
Semantic Segmentation of RGBD Images With Mutex Constraints—0
Semantic segmentation of surgical hyperspectral images under geometric domain shifts—0
Real-Time Segmentation Networks should be Latency Aware—0
FALCON: Fairness Learning via Contrastive Attention Approach to Continual Semantic Scene Understanding—0
FBNet: Feature Balance Network for Urban-Scene Segmentation—0
Federated EndoViT: Pretraining Vision Transformers via Federated Learning on Endoscopic Image Collections—0
FedSaaS: Class-Consistency Federated Semantic Segmentation via Global Prototype Supervision and Local Adversarial Harmonization—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