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 1876–1900 of 5035 papers

Title	Date	Tasks	Status	Hype
PottsMGNet: A Mathematical Explanation of Encoder-Decoder Based Neural Networks	Jul 18, 2023	continuous-controlContinuous Control	—Unverified	0
EVIL: Evidential Inference Learning for Trustworthy Semi-supervised Medical Image Segmentation	Jul 18, 2023	Image SegmentationMedical Image Segmentation	—Unverified	0
Evaluate Fine-tuning Strategies for Fetal Head Ultrasound Image Segmentation with U-Net	Jul 18, 2023	Image SegmentationMedical Image Analysis	CodeCode Available	0
Frequency-mixed Single-source Domain Generalization for Medical Image Segmentation	Jul 18, 2023	Domain GeneralizationImage Segmentation	CodeCode Available	1
Combiner and HyperCombiner Networks: Rules to Combine Multimodality MR Images for Prostate Cancer Localisation	Jul 17, 2023	Image SegmentationSemantic Segmentation	—Unverified	0
Implementation of a perception system for autonomous vehicles using a detection-segmentation network in SoC FPGA	Jul 17, 2023	Autonomous VehiclesCPU	CodeCode Available	1
EGE-UNet: an Efficient Group Enhanced UNet for skin lesion segmentation	Jul 17, 2023	DecoderImage Segmentation	CodeCode Available	2
Boundary-weighted logit consistency improves calibration of segmentation networks	Jul 16, 2023	Image SegmentationMRI segmentation	—Unverified	0
Source-Free Domain Adaptive Fundus Image Segmentation with Class-Balanced Mean Teacher	Jul 14, 2023	Image SegmentationSemantic Segmentation	CodeCode Available	1
Challenge Results Are Not Reproducible	Jul 14, 2023	BenchmarkingImage Segmentation	—Unverified	0
Frequency Domain Adversarial Training for Robust Volumetric Medical Segmentation	Jul 14, 2023	Adversarial AttackDeep Learning	CodeCode Available	1
DenseMP: Unsupervised Dense Pre-training for Few-shot Medical Image Segmentation	Jul 13, 2023	Image SegmentationMedical Image Analysis	—Unverified	0
Rectifying Noisy Labels with Sequential Prior: Multi-Scale Temporal Feature Affinity Learning for Robust Video Segmentation	Jul 12, 2023	Image SegmentationMedical Image Segmentation	CodeCode Available	0
Correlation-Aware Mutual Learning for Semi-supervised Medical Image Segmentation	Jul 12, 2023	Image SegmentationMedical Image Segmentation	CodeCode Available	1
3D Medical Image Segmentation based on multi-scale MPU-Net	Jul 11, 2023	Image SegmentationMedical Image Segmentation	CodeCode Available	0
SAM^Med: A medical image annotation framework based on large vision model	Jul 11, 2023	Image SegmentationLiver Segmentation	—Unverified	0
A Graph Multi-separator Problem for Image Segmentation	Jul 10, 2023	Combinatorial OptimizationImage Segmentation	—Unverified	0
Semantic-SAM: Segment and Recognize Anything at Any Granularity	Jul 10, 2023	Image SegmentationSegmentation	CodeCode Available	4
Ariadne's Thread:Using Text Prompts to Improve Segmentation of Infected Areas from Chest X-ray images	Jul 8, 2023	Image SegmentationMedical Image Segmentation	CodeCode Available	1
Empirical Analysis of a Segmentation Foundation Model in Prostate Imaging	Jul 6, 2023	Image SegmentationMedical Image Segmentation	—Unverified	0
SegNetr: Rethinking the local-global interactions and skip connections in U-shaped networks	Jul 6, 2023	DecoderImage Segmentation	—Unverified	0
Semi-supervised Domain Adaptive Medical Image Segmentation through Consistency Regularized Disentangled Contrastive Learning	Jul 6, 2023	Contrastive LearningDecoder	CodeCode Available	1
Self-supervised learning via inter-modal reconstruction and feature projection networks for label-efficient 3D-to-2D segmentation	Jul 6, 2023	DecoderImage Segmentation	CodeCode Available	0
GNEP Based Dynamic Segmentation and Motion Estimation for Neuromorphic Imaging	Jul 5, 2023	Image SegmentationMotion Estimation	—Unverified	0
Spherical Feature Pyramid Networks For Semantic Segmentation	Jul 5, 2023	Image SegmentationSegmentation	—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