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 4176–4200 of 5035 papers

Title	Date	Tasks	Status
MCU-Net: A framework towards uncertainty representations for decision support system patient referrals in healthcare contexts	Jul 8, 2020	Image SegmentationMedical Image Segmentation	CodeCode Available
Enhancing Cross-Modal Medical Image Segmentation through Compositionality	Aug 21, 2024	DisentanglementImage Segmentation	CodeCode Available
Enhancing Brain Tumor Segmentation Using Channel Attention and Transfer learning	Jan 19, 2025	Brain Tumor SegmentationImage Segmentation	CodeCode Available
A Fully Convolutional Two-Stream Fusion Network for Interactive Image Segmentation	Jul 6, 2018	Image SegmentationSegmentation	CodeCode Available
Compositional Segmentation of Cardiac Images Leveraging Metadata	Oct 30, 2024	Image SegmentationSegmentation	CodeCode Available
Enhancing Bloodstain Analysis Through AI-Based Segmentation: Leveraging Segment Anything Model for Crime Scene Investigation	Aug 27, 2023	Image SegmentationSegmentation	CodeCode Available
CNN based Intelligent Streetlight Management Using Smart CCTV Camera and Semantic Segmentation	Sep 18, 2022	Image SegmentationManagement	CodeCode Available
Mci-net: multi-scale context integrated network for liver ct image segmentation	May 3, 2023	2D Semantic SegmentationImage Segmentation	CodeCode Available
MLN-net: A multi-source medical image segmentation method for clustered microcalcifications using multiple layer normalization	Sep 6, 2023	Image AugmentationImage Segmentation	CodeCode Available
MLP-GAN for Brain Vessel Image Segmentation	Jul 17, 2022	Generative Adversarial NetworkImage Segmentation	CodeCode Available
MMGL: Multi-Scale Multi-View Global-Local Contrastive learning for Semi-supervised Cardiac Image Segmentation	Jul 5, 2022	Contrastive LearningImage Segmentation	CodeCode Available
End-to-end Training of CNN-CRF via Differentiable Dual-Decomposition	Dec 6, 2019	Image SegmentationSemantic Segmentation	CodeCode Available
When Unseen Domain Generalization is Unnecessary? Rethinking Data Augmentation	Jun 7, 2019	Data AugmentationDomain Adaptation	CodeCode Available
Attention Guided Network for Retinal Image Segmentation	Jul 25, 2019	Image SegmentationSegmentation	CodeCode Available
MNet: Rethinking 2D/3D Networks for Anisotropic Medical Image Segmentation	May 10, 2022	Image SegmentationMedical Image Segmentation	CodeCode Available
End to End Trainable Active Contours via Differentiable Rendering	Dec 1, 2019	DecoderImage Segmentation	CodeCode Available
SynCo: Synthetic Hard Negatives in Contrastive Learning for Better Unsupervised Visual Representations	Oct 3, 2024	Contrastive LearningImage Classification	CodeCode Available
MBIS: Multivariate Bayesian Image Segmentation Tool	Apr 2, 2014	ClusteringImage Segmentation	CodeCode Available
MAVNet: an Effective Semantic Segmentation Micro-Network for MAV-based Tasks	Apr 3, 2019	Image SegmentationReal-Time Semantic Segmentation	CodeCode Available
MASNet: A Robust Deep Marine Animal Segmentation Network	May 1, 2023	Data AugmentationImage Segmentation	CodeCode Available
[MASK] is All You Need	Dec 9, 2024	AllImage Segmentation	CodeCode Available
MoDA: Leveraging Motion Priors from Videos for Advancing Unsupervised Domain Adaptation in Semantic Segmentation	Sep 21, 2023	Domain AdaptationImage Segmentation	CodeCode Available
Masking Hyperspectral Imaging Data with Pretrained Models	Nov 6, 2023	Image SegmentationSemantic Segmentation	CodeCode Available
End-to-End Learned Random Walker for Seeded Image Segmentation	May 22, 2019	Image SegmentationInstance Segmentation	CodeCode Available
Mask-Guided Attention U-Net for Enhanced Neonatal Brain Extraction and Image Preprocessing	Jun 25, 2024	DecoderImage Reconstruction	CodeCode Available

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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