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 5175 of 283 papers

TitleStatusHype
OpenNeRF: Open Set 3D Neural Scene Segmentation with Pixel-Wise Features and Rendered Novel Views0
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 Models0
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 Perception0
Learning Segmented 3D Gaussians via Efficient Feature Unprojection for Zero-shot Neural Scene Segmentation0
MirageRoom: 3D Scene Segmentation with 2D Pre-trained Models by Mirage Projection0
Neighbor Relations Matter in Video Scene DetectionCode1
Segment3D: Learning Fine-Grained Class-Agnostic 3D Segmentation without Manual Labels0
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 Detection0
SAMPro3D: Locating SAM Prompts in 3D for Zero-Shot Scene SegmentationCode1
FALCON: Fairness Learning via Contrastive Attention Approach to Continual Semantic Scene Understanding0
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 Segmentation0
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 Models0
Loci-Segmented: Improving Scene Segmentation LearningCode0
A Metacognitive Approach to Out-of-Distribution Detection for Segmentation0
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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