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 51–100 of 283 papers

TitleStatusHype
OpenNeRF: Open Set 3D Neural Scene Segmentation with Pixel-Wise Features and Rendered Novel Views—0
GTA-HDR: A Large-Scale Synthetic Dataset for HDR Image ReconstructionCode1
BEVCar: Camera-Radar Fusion for BEV Map and Object SegmentationCode2
PointSeg: A Training-Free Paradigm for 3D Scene Segmentation via Foundation Models—0
One model to use them all: Training a segmentation model with complementary datasetsCode0
Learning Generalized Segmentation for Foggy-scenes by Bi-directional Wavelet GuidanceCode0
Semantically-aware Neural Radiance Fields for Visual Scene Understanding: A Comprehensive ReviewCode1
Fourier Prompt Tuning for Modality-Incomplete Scene SegmentationCode1
DA-BEV: Unsupervised Domain Adaptation for Bird's Eye View Perception—0
Learning Segmented 3D Gaussians via Efficient Feature Unprojection for Zero-shot Neural Scene Segmentation—0
Neighbor Relations Matter in Video Scene DetectionCode1
MirageRoom: 3D Scene Segmentation with 2D Pre-trained Models by Mirage Projection—0
Segment3D: Learning Fine-Grained Class-Agnostic 3D Segmentation without Manual Labels—0
The Endoscapes Dataset for Surgical Scene Segmentation, Object Detection, and Critical View of Safety Assessment: Official Splits and BenchmarkCode1
Cataract-1K: Cataract Surgery Dataset for Scene Segmentation, Phase Recognition, and Irregularity Detection—0
SAMPro3D: Locating SAM Prompts in 3D for Zero-Shot Scene SegmentationCode1
FALCON: Fairness Learning via Contrastive Attention Approach to Continual Semantic Scene Understanding—0
Transferring to Real-World Layouts: A Depth-aware Framework for Scene AdaptationCode1
CD-COCO: A Versatile Complex Distorted COCO Database for Scene-Context-Aware Computer VisionCode1
U3DS^3: Unsupervised 3D Semantic Scene Segmentation—0
Uncertainty Estimation for Safety-critical Scene Segmentation via Fine-grained Reward MaximizationCode1
GNeSF: Generalizable Neural Semantic FieldsCode1
Towards Scenario-based Safety Validation for Autonomous Trains with Deep Generative Models—0
Loci-Segmented: Improving Scene Segmentation LearningCode0
A Metacognitive Approach to Out-of-Distribution Detection for Segmentation—0
Elastic Interaction Energy-Informed Real-Time Traffic Scene Perception—0
APNet: Urban-level Scene Segmentation of Aerial Images and Point CloudsCode1
MA-SAM: Modality-agnostic SAM Adaptation for 3D Medical Image SegmentationCode1
Double Domain Guided Real-Time Low-Light Image Enhancement for Ultra-High-Definition Transportation SurveillanceCode1
Self-Supervised Pre-Training Boosts Semantic Scene Segmentation on LiDAR DataCode0
FOR-instance: a UAV laser scanning benchmark dataset for semantic and instance segmentation of individual trees—0
Robotic Scene Segmentation with Memory Network for Runtime Surgical Context InferenceCode0
MEGA: Multimodal Alignment Aggregation and Distillation For Cinematic Video Segmentation—0
AdaptiveSAM: Towards Efficient Tuning of SAM for Surgical Scene SegmentationCode1
Unmasking Anomalies in Road-Scene SegmentationCode1
Learning Content-enhanced Mask Transformer for Domain Generalized Urban-Scene SegmentationCode0
MOVES: Movable and Moving LiDAR Scene Segmentation in Label-Free settings using Static Reconstruction—0
Cross-CBAM: A Lightweight network for Scene Segmentation—0
VSTAR: A Video-grounded Dialogue Dataset for Situated Semantic Understanding with Scene and Topic TransitionsCode1
SSS3D: Fast Neural Architecture Search For Efficient Three-Dimensional Semantic Segmentation—0
SurgicalGPT: End-to-End Language-Vision GPT for Visual Question Answering in SurgeryCode1
CROVIA: Seeing Drone Scenes from Car Perspective via Cross-View Adaptation—0
FREDOM: Fairness Domain Adaptation Approach to Semantic Scene UnderstandingCode0
Self-positioning Point-based Transformer for Point Cloud UnderstandingCode1
Domain Adaptive Semantic Segmentation by Optimal Transport—0
Collaborative Noisy Label Cleaner: Learning Scene-aware Trailers for Multi-modal Highlight Detection in MoviesCode1
Semantic segmentation of surgical hyperspectral images under geometric domain shiftsCode0
Neural Implicit Vision-Language Feature FieldsCode1
Implicit Ray-Transformers for Multi-view Remote Sensing Image Segmentation—0
Towards Surgical Context Inference and Translation to GesturesCode0
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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