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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 Added Most Hyped Most Active Needs Verification Most Verified

Showing 31–40 of 283 papers

Title	Date	Tasks	Status	Hype
VSTAR: A Video-grounded Dialogue Dataset for Situated Semantic Understanding with Scene and Topic Transitions	May 30, 2023	Dialogue GenerationDialogue Understanding	CodeCode Available	1
SurgicalGPT: End-to-End Language-Vision GPT for Visual Question Answering in Surgery	Apr 19, 2023	Question AnsweringScene Segmentation	CodeCode Available	1
Self-positioning Point-based Transformer for Point Cloud Understanding	Mar 29, 2023	3D Part Segmentation3D Point Cloud Classification	CodeCode Available	1
Collaborative Noisy Label Cleaner: Learning Scene-aware Trailers for Multi-modal Highlight Detection in Movies	Mar 26, 2023	Highlight DetectionLearning with noisy labels	CodeCode Available	1
Neural Implicit Vision-Language Feature Fields	Mar 20, 2023	Image SegmentationLanguage Modeling	CodeCode Available	1
Paced-Curriculum Distillation with Prediction and Label Uncertainty for Image Segmentation	Feb 2, 2023	Image SegmentationMedical Image Segmentation	CodeCode Available	1
Uni-3D: A Universal Model for Panoptic 3D Scene Reconstruction	Jan 1, 2023	3D Scene ReconstructionImage Segmentation	CodeCode Available	1
Efficient Movie Scene Detection using State-Space Transformers	Dec 29, 2022	GPUScene Segmentation	CodeCode Available	1
Push-the-Boundary: Boundary-aware Feature Propagation for Semantic Segmentation of 3D Point Clouds	Dec 23, 2022	Multi-Task LearningObject	CodeCode Available	1
Residual Pattern Learning for Pixel-wise Out-of-Distribution Detection in Semantic Segmentation	Nov 26, 2022	Anomaly DetectionAnomaly Segmentation	CodeCode Available	1

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All datasets SUN-RGBD ScanNet StreetHazards MovieNet UAVid

Benchmark Results

#	Model	Metric	Claimed	Verified	Status
1	ICM	Mean IoU	50.6	—	Unverified
2	Index Network	Mean IoU	33.48	—	Unverified
3	DeepLab-LargeFOV	Mean IoU	32.08	—	Unverified
4	SegNet	Mean IoU	31.84	—	Unverified
5	FCN	Mean IoU	27.39	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	3DMV	Average Accuracy	75	—	Unverified
2	KPConv	3DIoU	68.6	—	Unverified
3	PointNet++	Average Accuracy	60.2	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	Mask2Anomaly	Open-mIoU	59.8	—	Unverified
2	LDN121-RPL	Open-mIoU	56.3	—	Unverified
3	LDN121-DenseHybrid	Open-mIoU	45.8	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	NeighborNet	AP	71.9	—	Unverified
2	TranS4mer	AP	60.78	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	UNetFormer	Category mIoU	67.8	—	Unverified