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

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Showing 451–475 of 5035 papers

Title	Date	Tasks	Status	Hype
SegRap2023: A Benchmark of Organs-at-Risk and Gross Tumor Volume Segmentation for Radiotherapy Planning of Nasopharyngeal Carcinoma	Dec 15, 2023	Computed Tomography (CT)Image Segmentation	CodeCode Available	1
Interfacing Foundation Models' Embeddings	Dec 12, 2023	DecoderImage Segmentation	CodeCode Available	1
DG-TTA: Out-of-domain Medical Image Segmentation through Augmentation and Descriptor-driven Domain Generalization and Test-Time Adaptation	Dec 11, 2023	Domain AdaptationDomain Generalization	CodeCode Available	1
SemiSAM: Enhancing Semi-Supervised Medical Image Segmentation via SAM-Assisted Consistency Regularization	Dec 11, 2023	Image SegmentationMedical Image Segmentation	CodeCode Available	1
Loss Functions in the Era of Semantic Segmentation: A Survey and Outlook	Dec 8, 2023	Image SegmentationSegmentation	CodeCode Available	1
E2ENet: Dynamic Sparse Feature Fusion for Accurate and Efficient 3D Medical Image Segmentation	Dec 7, 2023	Brain Tumor SegmentationImage Segmentation	CodeCode Available	1
Improving the Generalization of Segmentation Foundation Model under Distribution Shift via Weakly Supervised Adaptation	Dec 6, 2023	Domain AdaptationImage Segmentation	CodeCode Available	1
MobileUtr: Revisiting the relationship between light-weight CNN and Transformer for efficient medical image segmentation	Dec 4, 2023	Image SegmentationInductive Bias	CodeCode Available	1
Each Test Image Deserves A Specific Prompt: Continual Test-Time Adaptation for 2D Medical Image Segmentation	Nov 30, 2023	Image SegmentationMedical Image Segmentation	CodeCode Available	1
Continual Learning for Image Segmentation with Dynamic Query	Nov 29, 2023	Continual LearningDiversity	CodeCode Available	1
Focus on Query: Adversarial Mining Transformer for Few-Shot Segmentation	Nov 29, 2023	Image SegmentationSemantic Segmentation	CodeCode Available	1
Alternate Diverse Teaching for Semi-supervised Medical Image Segmentation	Nov 29, 2023	Data AugmentationImage Segmentation	CodeCode Available	1
DEU-Net: Dual-Encoder U-Net for Automated Skin Lesion Segmentation	Nov 28, 2023	DecoderDiversity	CodeCode Available	1
I-MedSAM: Implicit Medical Image Segmentation with Segment Anything	Nov 28, 2023	DecoderImage Segmentation	CodeCode Available	1
Unleashing the Power of Prompt-driven Nucleus Instance Segmentation	Nov 27, 2023	Image SegmentationInstance Segmentation	CodeCode Available	1
Spatially Covariant Image Registration with Text Prompts	Nov 27, 2023	Computational EfficiencyImage Registration	CodeCode Available	1
Only Positive Cases: 5-fold High-order Attention Interaction Model for Skin Segmentation Derived Classification	Nov 27, 2023	Image SegmentationLesion Classification	CodeCode Available	1
FuseNet: Self-Supervised Dual-Path Network for Medical Image Segmentation	Nov 22, 2023	Image SegmentationMedical Image Segmentation	CodeCode Available	1
Q-Seg: Quantum Annealing-Based Unsupervised Image Segmentation	Nov 21, 2023	Earth ObservationImage Segmentation	CodeCode Available	1
Kandinsky Conformal Prediction: Efficient Calibration of Image Segmentation Algorithms	Nov 20, 2023	Conformal PredictionImage Segmentation	CodeCode Available	1
GeoSAM: Fine-tuning SAM with Multi-Modal Prompts for Mobility Infrastructure Segmentation	Nov 19, 2023	Image SegmentationLarge Language Model	CodeCode Available	1
Versatile Medical Image Segmentation Learned from Multi-Source Datasets via Model Self-Disambiguation	Nov 17, 2023	Image SegmentationMedical Image Segmentation	CodeCode Available	1
Slide-SAM: Medical SAM Meets Sliding Window	Nov 16, 2023	AnatomyImage Segmentation	CodeCode Available	1
On the Overconfidence Problem in Semantic 3D Mapping	Nov 16, 2023	Image SegmentationSemantic Segmentation	CodeCode Available	1
SAMIHS: Adaptation of Segment Anything Model for Intracranial Hemorrhage Segmentation	Nov 14, 2023	Image SegmentationMedical Image Segmentation	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