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 951–975 of 5035 papers

Title	Date	Tasks	Status	Hype
Concurrent Spatial and Channel Squeeze & Excitation in Fully Convolutional Networks	Mar 7, 2018	Brain Segmentationimage-classification	CodeCode Available	1
A Generalized Deep Learning Framework for Whole-Slide Image Segmentation and Analysis	Jan 1, 2020	Image SegmentationLesion Detection	CodeCode Available	1
DINOv2 based Self Supervised Learning For Few Shot Medical Image Segmentation	Mar 5, 2024	Image SegmentationMedical Image Analysis	CodeCode Available	1
DS-TransUNet:Dual Swin Transformer U-Net for Medical Image Segmentation	Jun 12, 2021	DecoderImage Segmentation	CodeCode Available	1
DHC: Dual-debiased Heterogeneous Co-training Framework for Class-imbalanced Semi-supervised Medical Image Segmentation	Jul 22, 2023	Image SegmentationMedical Image Segmentation	CodeCode Available	1
A Large-Scale Benchmark for Food Image Segmentation	May 12, 2021	Image SegmentationSegmentation	CodeCode Available	1
DIAS: A Dataset and Benchmark for Intracranial Artery Segmentation in DSA sequences	Jun 21, 2023	Dimensionality ReductionImage Segmentation	CodeCode Available	1
Argmax Flows and Multinomial Diffusion: Learning Categorical Distributions	Feb 10, 2021	DenoisingImage Segmentation	CodeCode Available	1
DSU-Net:An Improved U-Net Model Based on DINOv2 and SAM2 with Multi-scale Cross-model Feature Enhancement	Mar 27, 2025	Image Segmentationmodel	CodeCode Available	1
CuVLER: Enhanced Unsupervised Object Discoveries through Exhaustive Self-Supervised Transformers	Mar 12, 2024	Clusteringgraph partitioning	CodeCode Available	1
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
DAAIN: Detection of Anomalous and Adversarial Input using Normalizing Flows	May 30, 2021	GPUImage Segmentation	CodeCode Available	1
A Teacher-Student Framework for Semi-supervised Medical Image Segmentation From Mixed Supervision	Oct 23, 2020	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
Devil is in Channels: Contrastive Single Domain Generalization for Medical Image Segmentation	Jun 8, 2023	DisentanglementDomain Adaptation	CodeCode Available	1
Segment, Select, Correct: A Framework for Weakly-Supervised Referring Segmentation	Oct 20, 2023	Image SegmentationSemantic Segmentation	CodeCode Available	1
DEU-Net: Dual-Encoder U-Net for Automated Skin Lesion Segmentation	Nov 28, 2023	DecoderDiversity	CodeCode Available	1
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
SegTransVAE: Hybrid CNN -- Transformer with Regularization for medical image segmentation	Jan 21, 2022	DecoderImage Segmentation	CodeCode Available	1
D-Former: A U-shaped Dilated Transformer for 3D Medical Image Segmentation	Jan 3, 2022	DecoderImage Segmentation	CodeCode Available	1
Self-Guided and Cross-Guided Learning for Few-Shot Segmentation	Mar 30, 2021	Few-Shot Semantic SegmentationImage Segmentation	CodeCode Available	1
Self-Paced Contrastive Learning for Semi-supervised Medical Image Segmentation with Meta-labels	Jul 29, 2021	Contrastive Learningimage-classification	CodeCode Available	1
Detect Any Shadow: Segment Anything for Video Shadow Detection	May 26, 2023	Image SegmentationSemantic Segmentation	CodeCode Available	1
Self-Sampling Meta SAM: Enhancing Few-shot Medical Image Segmentation with Meta-Learning	Aug 31, 2023	DecoderFew-Shot Learning	CodeCode Available	1
3D-UCaps: 3D Capsules Unet for Volumetric Image Segmentation	Mar 16, 2022	HippocampusImage 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