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Semantic Segmentation

Papers

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Showing 3301–3310 of 14763 papers

Title	Date	Tasks	Status	Hype
Prompting Segment Anything Model with Domain-Adaptive Prototype for Generalizable Medical Image Segmentation	Sep 19, 2024	Domain GeneralizationImage Segmentation	CodeCode Available	1
Effective Self-supervised Pre-training on Low-compute Networks without Distillation	Oct 6, 2022	AttributeInstance Segmentation	CodeCode Available	1
Building a Strong Pre-Training Baseline for Universal 3D Large-Scale Perception	May 12, 2024	object-detectionObject Detection	CodeCode Available	1
Data Augmentation-free Unsupervised Learning for 3D Point Cloud Understanding	Oct 6, 2022	3D Object ClassificationContrastive Learning	CodeCode Available	1
ProSFDA: Prompt Learning based Source-free Domain Adaptation for Medical Image Segmentation	Nov 21, 2022	Domain AdaptationImage Segmentation	CodeCode Available	1
ProtoSAM: One-Shot Medical Image Segmentation With Foundational Models	Jul 9, 2024	Image SegmentationMedical Image Segmentation	CodeCode Available	1
A Large-Scale Network Construction and Lightweighting Method for Point Cloud Semantic Segmentation	Mar 21, 2024	Semantic Segmentation	CodeCode Available	1
Prototype Knowledge Distillation for Medical Segmentation with Missing Modality	Mar 17, 2023	Image SegmentationKnowledge Distillation	CodeCode Available	1
Prototypical Cross-domain Self-supervised Learning for Few-shot Unsupervised Domain Adaptation	Mar 31, 2021	Contrastive LearningDomain Adaptation	CodeCode Available	1
Effective semantic segmentation in Cataract Surgery: What matters most?	Aug 13, 2021	2D Semantic Segmentation task 1 (8 classes)2D Semantic Segmentation task 2 (17 classes)	CodeCode Available	1

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All datasets ADE20K NYU-Depth V2 Cityscapes test Cityscapes val ADE20K val PASCAL Context S3DIS Area5 PASCAL VOC 2012 test S3DIS ScanNet SUN-RGBD DensePASS

Benchmark Results

#	Model	Metric	Claimed	Verified	Status
1	InternImage-H (M3I Pre-training)	Params (M)	1,310	—	Unverified
2	ViT-P (InternImage-H)	Validation mIoU	63.6	—	Unverified
3	ONE-PEACE	Validation mIoU	63	—	Unverified
4	M3I Pre-training (InternImage-H)	Validation mIoU	62.9	—	Unverified
5	InternImage-H	Validation mIoU	62.9	—	Unverified
6	BEiT-3	Validation mIoU	62.8	—	Unverified
7	EVA	Validation mIoU	62.3	—	Unverified
8	ViT-P (OneFormer, InternImage-H)	Validation mIoU	61.6	—	Unverified
9	ViT-Adapter-L (Mask2Former, BEiTv2 pretrain)	Validation mIoU	61.5	—	Unverified
10	FD-SwinV2-G	Validation mIoU	61.4	—	Unverified