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 826–850 of 5035 papers

Title	Date	Tasks	Status	Hype
Target and Task specific Source-Free Domain Adaptive Image Segmentation	Mar 29, 2022	DenoisingDomain Adaptation	CodeCode Available	1
Harmonizing Pathological and Normal Pixels for Pseudo-healthy Synthesis	Mar 29, 2022	Generative Adversarial NetworkImage Enhancement	CodeCode Available	1
Translation Consistent Semi-supervised Segmentation for 3D Medical Images	Mar 28, 2022	Brain Tumor SegmentationImage Segmentation	CodeCode Available	1
MT-UDA: Towards Unsupervised Cross-modality Medical Image Segmentation with Limited Source Labels	Mar 23, 2022	Domain AdaptationImage Segmentation	CodeCode Available	1
Drive&Segment: Unsupervised Semantic Segmentation of Urban Scenes via Cross-modal Distillation	Mar 21, 2022	Image SegmentationSegmentation	CodeCode Available	1
Test-time Adaptation with Slot-Centric Models	Mar 21, 2022	image-classificationImage Classification	CodeCode Available	1
Improving anatomical plausibility in medical image segmentation via hybrid graph neural networks: applications to chest x-ray analysis	Mar 21, 2022	DecoderImage Segmentation	CodeCode Available	1
TVConv: Efficient Translation Variant Convolution for Layout-aware Visual Processing	Mar 20, 2022	Face RecognitionImage Segmentation	CodeCode Available	1
Graph Flow: Cross-layer Graph Flow Distillation for Dual Efficient Medical Image Segmentation	Mar 16, 2022	Image SegmentationKnowledge Distillation	CodeCode Available	1
Point-Unet: A Context-aware Point-based Neural Network for Volumetric Segmentation	Mar 16, 2022	Image SegmentationMedical Image Analysis	CodeCode Available	1
3D-UCaps: 3D Capsules Unet for Volumetric Image Segmentation	Mar 16, 2022	HippocampusImage Segmentation	CodeCode Available	1
Hyperbolic Image Segmentation	Mar 11, 2022	Image SegmentationSegmentation	CodeCode Available	1
ROOD-MRI: Benchmarking the robustness of deep learning segmentation models to out-of-distribution and corrupted data in MRI	Mar 11, 2022	BenchmarkingData Augmentation	CodeCode Available	1
On-the-Fly Test-time Adaptation for Medical Image Segmentation	Mar 10, 2022	Image SegmentationMedical Image Segmentation	CodeCode Available	1
PHTrans: Parallelly Aggregating Global and Local Representations for Medical Image Segmentation	Mar 9, 2022	DecoderImage Segmentation	CodeCode Available	1
NaviAirway: a Bronchiole-sensitive Deep Learning-based Airway Segmentation Pipeline	Mar 8, 2022	Deep LearningImage Segmentation	CodeCode Available	1
Stepwise Feature Fusion: Local Guides Global	Mar 7, 2022	DecoderImage Segmentation	CodeCode Available	1
Zoom In and Out: A Mixed-scale Triplet Network for Camouflaged Object Detection	Mar 5, 2022	Camouflaged Object SegmentationImage Segmentation	CodeCode Available	1
Anomaly Detection-Inspired Few-Shot Medical Image Segmentation Through Self-Supervision With Supervoxels	Mar 3, 2022	Anomaly DetectionCardiac Segmentation	CodeCode Available	1
CycleMix: A Holistic Strategy for Medical Image Segmentation from Scribble Supervision	Mar 3, 2022	Image SegmentationMedical Image Segmentation	CodeCode Available	1
Curriculum-style Local-to-global Adaptation for Cross-domain Remote Sensing Image Segmentation	Mar 3, 2022	Domain AdaptationImage Segmentation	CodeCode Available	1
Contextual Attention Network: Transformer Meets U-Net	Mar 2, 2022	ArticlesImage Segmentation	CodeCode Available	1
Exploring Smoothness and Class-Separation for Semi-supervised Medical Image Segmentation	Mar 2, 2022	Image SegmentationMedical Image Segmentation	CodeCode Available	1
One Model is All You Need: Multi-Task Learning Enables Simultaneous Histology Image Segmentation and Classification	Feb 28, 2022	AllCell Detection	CodeCode Available	1
Meta-RangeSeg: LiDAR Sequence Semantic Segmentation Using Multiple Feature Aggregation	Feb 27, 2022	3D Semantic SegmentationAutonomous Vehicles	CodeCode Available	1

Show:10 25 50

← PrevPage 34 of 202Next →

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