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 201250 of 283 papers

TitleStatusHype
TS40K: a 3D Point Cloud Dataset of Rural Terrain and Electrical Transmission System0
Contrastive Gaussian Clustering: Weakly Supervised 3D Scene Segmentation0
Learning Segmented 3D Gaussians via Efficient Feature Unprojection for Zero-shot Neural Scene Segmentation0
Cross-CBAM: A Lightweight network for Scene Segmentation0
CROVIA: Seeing Drone Scenes from Car Perspective via Cross-View Adaptation0
CycleSAM: One-Shot Surgical Scene Segmentation using Cycle-Consistent Feature Matching to Prompt SAM0
DA-BEV: Unsupervised Domain Adaptation for Bird's Eye View Perception0
DAR-Net: Dynamic Aggregation Network for Semantic Scene Segmentation0
Deep intra-operative illumination calibration of hyperspectral cameras0
U3DS^3: Unsupervised 3D Semantic Scene Segmentation0
Detecting Scenes in Fiction: A new Segmentation Task0
Did Evolution get it right? An evaluation of Near-Infrared imaging in semantic scene segmentation using deep learning0
Differentiating Features for Scene Segmentation Based on Dedicated Attention Mechanisms0
Domain Adaptive Semantic Segmentation by Optimal Transport0
DSNet: An Efficient CNN for Road Scene Segmentation0
Uncertainty Estimation and Out-of-Distribution Detection for LiDAR Scene Semantic Segmentation0
Semantic Scene Completion using Local Deep Implicit Functions on LiDAR Data0
Efficient fine-grained road segmentation using superpixel-based CNN and CRF models0
Active Self-Training for Weakly Supervised 3D Scene Semantic Segmentation0
Semantic Scene Segmentation for Robotics Applications0
Elastic Interaction Energy-Informed Real-Time Traffic Scene Perception0
Enhancing Local Feature Learning for 3D Point Cloud Processing using Unary-Pairwise Attention0
Example-Guided Style-Consistent Image Synthesis From Semantic Labeling0
Exploring 3D Activity Reasoning and Planning: From Implicit Human Intentions to Route-Aware Planning0
Semantic Segmentation of RGBD Images With Mutex Constraints0
Real-Time Segmentation Networks should be Latency Aware0
FALCON: Fairness Learning via Contrastive Attention Approach to Continual Semantic Scene Understanding0
FBNet: Feature Balance Network for Urban-Scene Segmentation0
Federated EndoViT: Pretraining Vision Transformers via Federated Learning on Endoscopic Image Collections0
FedSaaS: Class-Consistency Federated Semantic Segmentation via Global Prototype Supervision and Local Adversarial Harmonization0
FOR-instance: a UAV laser scanning benchmark dataset for semantic and instance segmentation of individual trees0
Shift-Memory Network for Temporal Scene Segmentation0
2020 CATARACTS Semantic Segmentation Challenge0
Gaga: Group Any Gaussians via 3D-aware Memory Bank0
General Dynamic Scene Reconstruction from Multiple View Video0
Slender Object Scene Segmentation in Remote Sensing Image Based on Learnable Morphological Skeleton with Segment Anything Model0
Urban Scene Semantic Segmentation with Low-Cost Coarse Annotation0
Global-Local Propagation Network for RGB-D Semantic Segmentation0
Value of Temporal Dynamics Information in Driving Scene Segmentation0
SPNeRF: Open Vocabulary 3D Neural Scene Segmentation with Superpoints0
Hierarchical Knowledge Distillation for Dialogue Sequence Labeling0
HR-SAR-Net: A Deep Neural Network for Urban Scene Segmentation from High-Resolution SAR Data0
SSS3D: Fast Neural Architecture Search For Efficient Three-Dimensional Semantic Segmentation0
Image Synthesis with Class-Aware Semantic Diffusion Models for Surgical Scene Segmentation0
IMP: Instance Mask Projection for High Accuracy Semantic Segmentation of Things0
Implicit Ray-Transformers for Multi-view Remote Sensing Image Segmentation0
Improved Convex Decomposition with Ensembling and Boolean Primitives0
Improving Pixel-Level Contrastive Learning by Leveraging Exogenous Depth Information0
Individuation of 3D perceptual units from neurogeometry of binocular cells0
Indoor Point Cloud Segmentation Using Iterative Gaussian Mapping and Improved Model Fitting0
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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