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 2301–2325 of 5035 papers

Title	Date	Tasks	Status	Hype
RCPS: Rectified Contrastive Pseudo Supervision for Semi-Supervised Medical Image Segmentation	Jan 13, 2023	Contrastive LearningImage Segmentation	CodeCode Available	1
Self-Supervised Correction Learning for Semi-Supervised Biomedical Image Segmentation	Jan 12, 2023	Image SegmentationMedical Image Segmentation	CodeCode Available	1
ZScribbleSeg: Zen and the Art of Scribble Supervised Medical Image Segmentation	Jan 12, 2023	Image SegmentationMedical Image Segmentation	—Unverified	0
Open-vocabulary Object Segmentation with Diffusion Models	Jan 12, 2023	Image SegmentationObject	CodeCode Available	1
Inverse Quantum Fourier Transform Inspired Algorithm for Unsupervised Image Segmentation	Jan 11, 2023	Image SegmentationSegmentation	—Unverified	0
A new dataset for measuring the performance of blood vessel segmentation methods under distribution shifts	Jan 11, 2023	Image SegmentationMedical Image Segmentation	CodeCode Available	0
pyssam -- a Python library for statistical modelling of biomedical shape and appearance	Jan 11, 2023	Image SegmentationMedical Image Segmentation	CodeCode Available	1
Co-training with High-Confidence Pseudo Labels for Semi-supervised Medical Image Segmentation	Jan 11, 2023	Image SegmentationLeft Atrium Segmentation	CodeCode Available	1
The state-of-the-art 3D anisotropic intracranial hemorrhage segmentation on non-contrast head CT: The INSTANCE challenge	Jan 9, 2023	Image SegmentationMedical Image Segmentation	CodeCode Available	1
Difference of Anisotropic and Isotropic TV for Segmentation under Blur and Poisson Noise	Jan 6, 2023	Image Segmentationimage smoothing	CodeCode Available	0
Finding the Most Transferable Tasks for Brain Image Segmentation	Jan 3, 2023	Brain Image SegmentationImage Segmentation	—Unverified	0
Medical Image Segmentation via Cascaded Attention Decoding	Jan 3, 2023	DecoderImage Segmentation	CodeCode Available	1
Learning Confident Classifiers in the Presence of Label Noise	Jan 2, 2023	Image SegmentationMedical Image Segmentation	—Unverified	0
Multi-view Spectral Polarization Propagation for Video Glass Segmentation	Jan 1, 2023	Image SegmentationSegmentation	—Unverified	0
MasQCLIP for Open-Vocabulary Universal Image Segmentation	Jan 1, 2023	Image SegmentationPanoptic Segmentation	CodeCode Available	1
Weakly Supervised Referring Image Segmentation with Intra-Chunk and Inter-Chunk Consistency	Jan 1, 2023	Image SegmentationImage-text matching	—Unverified	0
High Quality Entity Segmentation	Jan 1, 2023	Image SegmentationPanop	—Unverified	0
Continual Segment: Towards a Single, Unified and Non-forgetting Continual Segmentation Model of 143 Whole-body Organs in CT Scans	Jan 1, 2023	Continual Semantic SegmentationDecoder	—Unverified	0
Uni-3D: A Universal Model for Panoptic 3D Scene Reconstruction	Jan 1, 2023	3D Scene ReconstructionImage Segmentation	CodeCode Available	1
Segment Every Reference Object in Spatial and Temporal Spaces	Jan 1, 2023	Image SegmentationObject	—Unverified	0
CauSSL: Causality-inspired Semi-supervised Learning for Medical Image Segmentation	Jan 1, 2023	Image SegmentationMedical Image Segmentation	CodeCode Available	1
MCF: Mutual Correction Framework for Semi-Supervised Medical Image Segmentation	Jan 1, 2023	Image SegmentationMedical Image Segmentation	CodeCode Available	1
Pseudo-Label Guided Contrastive Learning for Semi-Supervised Medical Image Segmentation	Jan 1, 2023	Colorectal Gland Segmentation:Contrastive Learning	CodeCode Available	1
Efficient Mask Correction for Click-Based Interactive Image Segmentation	Jan 1, 2023	Image SegmentationSegmentation	CodeCode Available	1
PanoHead: Geometry-Aware 3D Full-Head Synthesis in 360deg	Jan 1, 2023	Image GenerationImage Segmentation	CodeCode Available	3

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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