Image Segmentation

Image Segmentation is a computer vision task that involves dividing an image into multiple segments or regions, each of which corresponds to a different object or part of an object. The goal of image segmentation is to assign a unique label or category to each pixel in the image, so that pixels with similar attributes are grouped together.

Papers

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 1001–1025 of 5035 papers

Title	Date	Tasks	Status	Hype
Decomposing 3D Scenes into Objects via Unsupervised Volume Segmentation	Apr 2, 2021	3D geometryDecoder	CodeCode Available	1
FANet: A Feedback Attention Network for Improved Biomedical Image Segmentation	Mar 31, 2021	Hard AttentionImage Segmentation	CodeCode Available	1
Is segmentation uncertainty useful?	Mar 30, 2021	Active LearningImage Segmentation	CodeCode Available	1
Self-Guided and Cross-Guided Learning for Few-Shot Segmentation	Mar 30, 2021	Few-Shot Semantic SegmentationImage Segmentation	CodeCode Available	1
Boundary IoU: Improving Object-Centric Image Segmentation Evaluation	Mar 30, 2021	Image SegmentationObject	CodeCode Available	1
CateNorm: Categorical Normalization for Robust Medical Image Segmentation	Mar 29, 2021	Image SegmentationMedical Image Segmentation	CodeCode Available	1
Generic Attention-model Explainability for Interpreting Bi-Modal and Encoder-Decoder Transformers	Mar 29, 2021	DecoderImage Segmentation	CodeCode Available	1
Learning Versatile Neural Architectures by Propagating Network Codes	Mar 24, 2021	Image SegmentationNeural Architecture Search	CodeCode Available	1
A Location-Sensitive Local Prototype Network for Few-Shot Medical Image Segmentation	Mar 18, 2021	Image SegmentationMedical Image Segmentation	CodeCode Available	1
Margin Preserving Self-paced Contrastive Learning Towards Domain Adaptation for Medical Image Segmentation	Mar 15, 2021	Cardiac SegmentationContrastive Learning	CodeCode Available	1
Adapt Everywhere: Unsupervised Adaptation of Point-Clouds and Entropy Minimisation for Multi-modal Cardiac Image Segmentation	Mar 15, 2021	Domain AdaptationImage Segmentation	CodeCode Available	1
PointFlow: Flowing Semantics Through Points for Aerial Image Segmentation	Mar 11, 2021	Image SegmentationSegmentation	CodeCode Available	1
U-Net Transformer: Self and Cross Attention for Medical Image Segmentation	Mar 10, 2021	DecoderImage Segmentation	CodeCode Available	1
FedDG: Federated Domain Generalization on Medical Image Segmentation via Episodic Learning in Continuous Frequency Space	Mar 10, 2021	Domain GeneralizationFederated Learning	CodeCode Available	1
Capturing Omni-Range Context for Omnidirectional Segmentation	Mar 9, 2021	Autonomous DrivingImage Segmentation	CodeCode Available	1
Boosting Semi-supervised Image Segmentation with Global and Local Mutual Information Regularization	Mar 8, 2021	DecoderImage Segmentation	CodeCode Available	1
Dual-Task Mutual Learning for Semi-Supervised Medical Image Segmentation	Mar 8, 2021	Image SegmentationMedical Image Segmentation	CodeCode Available	1
TransBTS: Multimodal Brain Tumor Segmentation Using Transformer	Mar 7, 2021	Brain Tumor SegmentationDecoder	CodeCode Available	1
NeRD: Neural Representation of Distribution for Medical Image Segmentation	Mar 6, 2021	Image SegmentationLesion Segmentation	CodeCode Available	1
SpecTr: Spectral Transformer for Hyperspectral Pathology Image Segmentation	Mar 5, 2021	Image SegmentationSegmentation	CodeCode Available	1
Semi-supervised Left Atrium Segmentation with Mutual Consistency Training	Mar 4, 2021	Image SegmentationLeft Atrium Segmentation	CodeCode Available	1
CoTr: Efficiently Bridging CNN and Transformer for 3D Medical Image Segmentation	Mar 4, 2021	Image SegmentationInductive Bias	CodeCode Available	1
InstantDL-An easy-to-use deep learning pipeline for image segmentation and classification	Mar 2, 2021	Deep LearningImage Segmentation	CodeCode Available	1
MixSearch: Searching for Domain Generalized Medical Image Segmentation Architectures	Feb 26, 2021	DecoderImage Segmentation	CodeCode Available	1
CheXseg: Combining Expert Annotations with DNN-generated Saliency Maps for X-ray Segmentation	Feb 21, 2021	Image SegmentationKnowledge Distillation	CodeCode Available	1

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All datasets MSD (Mirror Segmentation Dataset)PMD MAS3K Pascal Panoptic Parts RMAS PASCAL VOC HuTu 80 MARIDA COCO val2017 ImageNet MSD Heart OxfordPets

Benchmark Results

#	Model	Metric	Claimed	Verified	Status
1	SAM2-UNet	IoU	0.92	—	Unverified
2	HetNet	IoU	0.83	—	Unverified
3	PMD	IoU	0.82	—	Unverified
4	SANet	IoU	0.8	—	Unverified
5	MirrorNet	IoU	0.79	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	SAM2-UNet	IoU	0.73	—	Unverified
2	HetNet	IoU	0.69	—	Unverified
3	SANet	IoU	0.67	—	Unverified
4	PMD	IoU	0.66	—	Unverified
5	MirrorNet	IoU	0.59	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	SAM2-UNet	mIoU	0.8	—	Unverified
2	MAS-SAM	mIoU	0.79	—	Unverified
3	MASNet	mIoU	0.74	—	Unverified
4	ZoomNet	mIoU	0.74	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	HIPIE (ViT-H)	mIoUPartS	63.8	—	Unverified
2	PPS	mIoUPartS	58.6	—	Unverified
3	HIPIE (ResNet-50)	mIoUPartS	57.2	—	Unverified
4	JPPF	mIoUPartS	54.4	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	MAS-SAM	mIoU	0.74	—	Unverified
2	SAM2-UNet	mIoU	0.74	—	Unverified
3	MASNet	mIoU	0.73	—	Unverified
4	ZoomNet	mIoU	0.73	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	OneNete,4-C	mIoU	63.6	—	Unverified
2	OneNete,4-S	mAP0.5	52.75	—	Unverified
3	OneNeted,4	mIoU	14.9	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	UNetR	Dice	0.98	—	Unverified
2	PALED	Dice	0.98	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	ResAttUNet	IoU	0.67	—	Unverified
2	UNet	IoU	0.57	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	SynCo (ResNet-50) 200ep	mask AP	35.4	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	MobileOne-S0	GFLOPs	0.28	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	OneNete,4	mIoU	6.6	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	OneNete,4-C	Dice Score	0.97	—	Unverified