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 1151–1175 of 5035 papers

Title	Date	Tasks	Status	Hype
Adaptive Patching for High-resolution Image Segmentation with Transformers	Apr 15, 2024	FrictionImage Segmentation	—Unverified	0
Constructing and Exploring Intermediate Domains in Mixed Domain Semi-supervised Medical Image Segmentation	Apr 13, 2024	Domain AdaptationImage Segmentation	CodeCode Available	2
LLM-Seg: Bridging Image Segmentation and Large Language Model Reasoning	Apr 12, 2024	Image SegmentationLanguage Modeling	CodeCode Available	2
Practical Region-level Attack against Segment Anything Models	Apr 12, 2024	Image SegmentationSemantic Segmentation	CodeCode Available	0
Calibration & Reconstruction: Deep Integrated Language for Referring Image Segmentation	Apr 12, 2024	DecoderImage Segmentation	—Unverified	0
Vision-Aware Text Features in Referring Image Segmentation: From Object Understanding to Context Understanding	Apr 12, 2024	DecoderImage Segmentation	CodeCode Available	0
Practical Guidelines for Cell Segmentation Models Under Optical Aberrations in Microscopy	Apr 12, 2024	BenchmarkingCell Segmentation	—Unverified	0
A Mutual Inclusion Mechanism for Precise Boundary Segmentation in Medical Images	Apr 12, 2024	Image SegmentationPosition	CodeCode Available	0
GLID: Pre-training a Generalist Encoder-Decoder Vision Model	Apr 11, 2024	DecoderDepth Estimation	—Unverified	0
Streamlined Photoacoustic Image Processing with Foundation Models: A Training-Free Solution	Apr 11, 2024	Image SegmentationSegmentation	—Unverified	0
Visual Context-Aware Person Fall Detection	Apr 11, 2024	Image SegmentationSegmentation	CodeCode Available	0
Multi-view Aggregation Network for Dichotomous Image Segmentation	Apr 11, 2024	DecoderDichotomous Image Segmentation	CodeCode Available	2
LUCF-Net: Lightweight U-shaped Cascade Fusion Network for Medical Image Segmentation	Apr 11, 2024	Cardiac SegmentationImage Segmentation	CodeCode Available	1
Multi-rater Prompting for Ambiguous Medical Image Segmentation	Apr 11, 2024	Image SegmentationMedical Image Segmentation	—Unverified	0
An Evidential-enhanced Tri-Branch Consistency Learning Method for Semi-supervised Medical Image Segmentation	Apr 10, 2024	Image SegmentationMedical Image Analysis	—Unverified	0
O2V-Mapping: Online Open-Vocabulary Mapping with Neural Implicit Representation	Apr 10, 2024	Image SegmentationObject	—Unverified	0
SAM-I-Am: Semantic Boosting for Zero-shot Atomic-Scale Electron Micrograph Segmentation	Apr 9, 2024	Autonomous DrivingImage Segmentation	CodeCode Available	0
EPL: Evidential Prototype Learning for Semi-supervised Medical Image Segmentation	Apr 9, 2024	Image SegmentationMedical Image Segmentation	—Unverified	0
Uncertainty-aware Evidential Fusion-based Learning for Semi-supervised Medical Image Segmentation	Apr 9, 2024	Image SegmentationMedical Image Segmentation	—Unverified	0
Test-Time Adaptation with SaLIP: A Cascade of SAM and CLIP for Zero shot Medical Image Segmentation	Apr 9, 2024	Image SegmentationMedical Image Segmentation	CodeCode Available	2
GHOST: Grounded Human Motion Generation with Open Vocabulary Scene-and-Text Contexts	Apr 8, 2024	DescriptiveImage Segmentation	—Unverified	0
Image-based Agarwood Resinous Area Segmentation using Deep Learning	Apr 8, 2024	Deep LearningImage Segmentation	—Unverified	0
AlignZeg: Mitigating Objective Misalignment for Zero-shot Semantic Segmentation	Apr 8, 2024	Image SegmentationSegmentation	—Unverified	0
LHU-Net: A Light Hybrid U-Net for Cost-Efficient, High-Performance Volumetric Medical Image Segmentation	Apr 7, 2024	Computational EfficiencyImage Segmentation	CodeCode Available	2
FPL+: Filtered Pseudo Label-based Unsupervised Cross-Modality Adaptation for 3D Medical Image Segmentation	Apr 7, 2024	Data AugmentationDomain Adaptation	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