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 150 of 283 papers

TitleStatusHype
No Time to Train: Empowering Non-Parametric Networks for Few-shot 3D Scene SegmentationCode4
BEVFusion: Multi-Task Multi-Sensor Fusion with Unified Bird's-Eye View RepresentationCode4
Simplifying Object Segmentation with PixelLib LibraryCode2
Rethinking End-to-End 2D to 3D Scene Segmentation in Gaussian SplattingCode2
BEVCar: Camera-Radar Fusion for BEV Map and Object SegmentationCode2
UNetFormer: A UNet-like Transformer for Efficient Semantic Segmentation of Remote Sensing Urban Scene ImageryCode2
Panoptic NeRF: 3D-to-2D Label Transfer for Panoptic Urban Scene SegmentationCode2
Improving Nighttime Driving-Scene Segmentation via Dual Image-adaptive Learnable FiltersCode2
Paced-Curriculum Distillation with Prediction and Label Uncertainty for Image SegmentationCode1
Diffusion Unit: Interpretable Edge Enhancement and Suppression Learning for 3D Point Cloud SegmentationCode1
Learning and Reasoning with the Graph Structure Representation in Robotic SurgeryCode1
Query3D: LLM-Powered Open-Vocabulary Scene Segmentation with Language Embedded 3D GaussianCode1
Neighbor Relations Matter in Video Scene DetectionCode1
Neural Implicit Vision-Language Feature FieldsCode1
MammAlps: A multi-view video behavior monitoring dataset of wild mammals in the Swiss AlpsCode1
GTA-HDR: A Large-Scale Synthetic Dataset for HDR Image ReconstructionCode1
Fourier Prompt Tuning for Modality-Incomplete Scene SegmentationCode1
Fusion-Aware Point Convolution for Online Semantic 3D Scene SegmentationCode1
IBISCape: A Simulated Benchmark for multi-modal SLAM Systems Evaluation in Large-scale Dynamic EnvironmentsCode1
FTNet: Feature Transverse Network for Thermal Image Semantic SegmentationCode1
Test-time Adaptation with Slot-Centric ModelsCode1
GNeSF: Generalizable Neural Semantic FieldsCode1
DenseHybrid: Hybrid Anomaly Detection for Dense Open-set RecognitionCode1
KPConv: Flexible and Deformable Convolution for Point CloudsCode1
A Shared Representation for Photorealistic Driving SimulatorsCode1
Learning Physical Graph Representations from Visual ScenesCode1
MA-SAM: Modality-agnostic SAM Adaptation for 3D Medical Image SegmentationCode1
Multi-Domain Incremental Learning for Semantic SegmentationCode1
DualConvMesh-Net: Joint Geodesic and Euclidean Convolutions on 3D MeshesCode1
Context Prior for Scene SegmentationCode1
Efficient Movie Scene Detection using State-Space TransformersCode1
Bird's-Eye-View Panoptic Segmentation Using Monocular Frontal View ImagesCode1
A Local-to-Global Approach to Multi-modal Movie Scene SegmentationCode1
Double Domain Guided Real-Time Low-Light Image Enhancement for Ultra-High-Definition Transportation SurveillanceCode1
BitQ: Tailoring Block Floating Point Precision for Improved DNN Efficiency on Resource-Constrained DevicesCode1
AdaptiveSAM: Towards Efficient Tuning of SAM for Surgical Scene SegmentationCode1
Adaptive Boosting for Domain Adaptation: Towards Robust Predictions in Scene SegmentationCode1
Boundary-aware Self-supervised Learning for Video Scene SegmentationCode1
Exploring Intra- and Inter-Video Relation for Surgical Semantic Scene SegmentationCode1
FIFO: Learning Fog-invariant Features for Foggy Scene SegmentationCode1
Cars Can't Fly up in the Sky: Improving Urban-Scene Segmentation via Height-driven Attention NetworksCode1
FPConv: Learning Local Flattening for Point ConvolutionCode1
CD-COCO: A Versatile Complex Distorted COCO Database for Scene-Context-Aware Computer VisionCode1
APNet: Urban-level Scene Segmentation of Aerial Images and Point CloudsCode1
Mesh Convolution with Continuous Filters for 3D Surface ParsingCode1
Collaborative Noisy Label Cleaner: Learning Scene-aware Trailers for Multi-modal Highlight Detection in MoviesCode1
2018 Robotic Scene Segmentation ChallengeCode1
DSPoint: Dual-scale Point Cloud Recognition with High-frequency FusionCode1
CondNet: Conditional Classifier for Scene SegmentationCode1
Exploring Event-driven Dynamic Context for Accident Scene SegmentationCode1
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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