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 1401–1425 of 5035 papers

Title	Date	Tasks	Status	Hype
Multi-scale attention-based instance segmentation for measuring crystals with large size variation	Jan 8, 2024	Image SegmentationInstance Segmentation	—Unverified	0
Primitive Geometry Segment Pre-training for 3D Medical Image Segmentation	Jan 8, 2024	Image SegmentationMedical Image Segmentation	CodeCode Available	1
Segment Anything Model for Medical Image Segmentation: Current Applications and Future Directions	Jan 7, 2024	BenchmarkingImage Segmentation	CodeCode Available	5
Bilateral Reference for High-Resolution Dichotomous Image Segmentation	Jan 7, 2024	Camouflaged Object SegmentationDichotomous Image Segmentation	CodeCode Available	7
Complementary Information Mutual Learning for Multimodality Medical Image Segmentation	Jan 5, 2024	Image SegmentationInductive Bias	—Unverified	0
Learning Multimodal Volumetric Features for Large-Scale Neuron Tracing	Jan 5, 2024	Contrastive LearningImage Segmentation	CodeCode Available	0
Systematic review of image segmentation using complex networks	Jan 5, 2024	Community DetectionEdge Detection	—Unverified	0
Source-Free Online Domain Adaptive Semantic Segmentation of Satellite Images under Image Degradation	Jan 4, 2024	Domain AdaptationImage Segmentation	—Unverified	0
Leveraging SAM for Single-Source Domain Generalization in Medical Image Segmentation	Jan 4, 2024	Domain GeneralizationImage Segmentation	CodeCode Available	1
Kernel-U-Net: Multivariate Time Series Forecasting using Custom Kernels	Jan 3, 2024	Computational EfficiencyDecoder	—Unverified	0
Freeze the backbones: A Parameter-Efficient Contrastive Approach to Robust Medical Vision-Language Pre-training	Jan 2, 2024	image-classificationImage Classification	—Unverified	0
Online Continual Domain Adaptation for Semantic Image Segmentation Using Internal Representations	Jan 2, 2024	Domain AdaptationImage Segmentation	CodeCode Available	0
Flattening the Parent Bias: Hierarchical Semantic Segmentation in the Poincare Ball	Jan 1, 2024	Image SegmentationSegmentation	CodeCode Available	1
Bi-level Learning of Task-Specific Decoders for Joint Registration and One-Shot Medical Image Segmentation	Jan 1, 2024	Data AugmentationImage Segmentation	CodeCode Available	1
LQMFormer: Language-aware Query Mask Transformer for Referring Image Segmentation	Jan 1, 2024	Image SegmentationSemantic Segmentation	—Unverified	0
Endow SAM with Keen Eyes: Temporal-spatial Prompt Learning for Video Camouflaged Object Detection	Jan 1, 2024	Image Segmentationobject-detection	—Unverified	0
Rethinking Interactive Image Segmentation with Low Latency High Quality and Diverse Prompts	Jan 1, 2024	Image SegmentationInteractive Segmentation	CodeCode Available	2
Prompt-Driven Referring Image Segmentation with Instance Contrasting	Jan 1, 2024	Contrastive LearningImage Segmentation	—Unverified	0
Teeth-SEG: An Efficient Instance Segmentation Framework for Orthodontic Treatment based on Multi-Scale Aggregation and Anthropic Prior Knowledge	Jan 1, 2024	Image SegmentationInstance Segmentation	—Unverified	0
PH-Net: Semi-Supervised Breast Lesion Segmentation via Patch-wise Hardness	Jan 1, 2024	Contrastive LearningImage Segmentation	CodeCode Available	1
Addressing Background Context Bias in Few-Shot Segmentation through Iterative Modulation	Jan 1, 2024	Image SegmentationSegmentation	—Unverified	0
BRAU-Net++: U-Shaped Hybrid CNN-Transformer Network for Medical Image Segmentation	Jan 1, 2024	DecoderImage Segmentation	CodeCode Available	2
Double-well Net for Image Segmentation	Dec 31, 2023	Image SegmentationSegmentation	CodeCode Available	0
Horizontal Federated Computer Vision	Dec 31, 2023	Image Segmentationobject-detection	—Unverified	0
Promoting Segment Anything Model towards Highly Accurate Dichotomous Image Segmentation	Dec 30, 2023	Dichotomous Image SegmentationImage Segmentation	—Unverified	0

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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