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 601–625 of 5035 papers

Title	Date	Tasks	Status	Hype	Score
CausalCLIPSeg: Unlocking CLIP's Potential in Referring Medical Image Segmentation with Causal Intervention	Mar 20, 2025	Image SegmentationMedical Image Segmentation	CodeCode Available	1	5
CheXseg: Combining Expert Annotations with DNN-generated Saliency Maps for X-ray Segmentation	Feb 21, 2021	Image SegmentationKnowledge Distillation	CodeCode Available	1	5
Adapting Segment Anything Model (SAM) through Prompt-based Learning for Enhanced Protein Identification in Cryo-EM Micrographs	Nov 4, 2023	Image Segmentationobject-detection	CodeCode Available	1	5
CC-Net: Image Complexity Guided Network Compression for Biomedical Image Segmentation	Jan 6, 2019	Image SegmentationSegmentation	CodeCode Available	1	5
FU-net: Multi-class Image Segmentation Using Feedback Weighted U-net	Apr 28, 2020	Image SegmentationSegmentation	CodeCode Available	1	5
FuseNet: Self-Supervised Dual-Path Network for Medical Image Segmentation	Nov 22, 2023	Image SegmentationMedical Image Segmentation	CodeCode Available	1	5
Unified Focal loss: Generalising Dice and cross entropy-based losses to handle class imbalanced medical image segmentation	Feb 8, 2021	Image SegmentationMedical Image Analysis	CodeCode Available	1	5
Auto-Compressing Subset Pruning for Semantic Image Segmentation	Jan 26, 2022	channel selectionImage Segmentation	CodeCode Available	1	5
HCFormer: Unified Image Segmentation with Hierarchical Clustering	May 20, 2022	ClusteringImage Segmentation	CodeCode Available	1	5
ClusterFormer: Clustering As A Universal Visual Learner	Sep 22, 2023	Clusteringimage-classification	CodeCode Available	1	5
Clustering Propagation for Universal Medical Image Segmentation	Mar 25, 2024	ClusteringImage Segmentation	CodeCode Available	1	5
CMU-Net: A Strong ConvMixer-based Medical Ultrasound Image Segmentation Network	Oct 24, 2022	Image SegmentationMedical Image Segmentation	CodeCode Available	1	5
Gear-NeRF: Free-Viewpoint Rendering and Tracking with Motion-aware Spatio-Temporal Sampling	Jun 6, 2024	Image SegmentationNeRF	CodeCode Available	1	5
Generalist Vision Foundation Models for Medical Imaging: A Case Study of Segment Anything Model on Zero-Shot Medical Segmentation	Apr 25, 2023	Computed Tomography (CT)Image Segmentation	CodeCode Available	1	5
Causality-inspired Single-source Domain Generalization for Medical Image Segmentation	Nov 24, 2021	Data AugmentationDomain Generalization	CodeCode Available	1	5
FocalUNETR: A Focal Transformer for Boundary-aware Segmentation of CT Images	Oct 6, 2022	Computed Tomography (CT)Image Segmentation	CodeCode Available	1	5
COLosSAL: A Benchmark for Cold-start Active Learning for 3D Medical Image Segmentation	Jul 22, 2023	Active LearningImage Segmentation	CodeCode Available	1	5
Generalized SAM: Efficient Fine-Tuning of SAM for Variable Input Image Sizes	Aug 22, 2024	Image SegmentationSemantic Segmentation	CodeCode Available	1	5
CompNet: Complementary Segmentation Network for Brain MRI Extraction	Mar 27, 2018	DecoderImage Segmentation	CodeCode Available	1	5
Focus on Query: Adversarial Mining Transformer for Few-Shot Segmentation	Nov 29, 2023	Image SegmentationSemantic Segmentation	CodeCode Available	1	5
Compete to Win: Enhancing Pseudo Labels for Barely-supervised Medical Image Segmentation	Apr 15, 2023	Image SegmentationMedical Image Segmentation	CodeCode Available	1	5
Complementary consistency semi-supervised learning for 3D left atrial image segmentation	Oct 4, 2022	Image SegmentationSegmentation	CodeCode Available	1	5
Learning Deformable Image Registration from Optimization: Perspective, Modules, Bilevel Training and Beyond	Apr 30, 2020	Image RegistrationImage Segmentation	CodeCode Available	1	5
Automatic Data Augmentation for 3D Medical Image Segmentation	Oct 7, 2020	Data AugmentationDiversity	CodeCode Available	1	5
Flight Contrail Segmentation via Augmented Transfer Learning with Novel SR Loss Function in Hough Space	Jul 22, 2023	Image SegmentationLine Detection	CodeCode Available	1	5

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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