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 3476–3500 of 5035 papers

Title	Date	Tasks	Status
Cartoon-texture evolution for two-region image segmentation	Mar 7, 2022	Image SegmentationSegmentation	—Unverified
Cascaded Classification Models: Combining Models for Holistic Scene Understanding	Dec 1, 2008	3D Reconstruction3D Scene Reconstruction	—Unverified
Cascade Decoder: A Universal Decoding Method for Biomedical Image Segmentation	Jan 15, 2019	DecoderImage Segmentation	—Unverified
Cascaded Robust Learning at Imperfect Labels for Chest X-ray Segmentation	Apr 5, 2021	Image SegmentationMedical Image Analysis	—Unverified
CASSOD-Net: Cascaded and Separable Structures of Dilated Convolution for Embedded Vision Systems and Applications	Apr 29, 2021	Face DetectionImage Segmentation	—Unverified
Catalyzing Clinical Diagnostic Pipelines Through Volumetric Medical Image Segmentation Using Deep Neural Networks: Past, Present, & Future	Mar 27, 2021	Deep LearningDiagnostic	—Unverified
Cataract influence on iris recognition performance	Sep 1, 2018	Image SegmentationIris Recognition	—Unverified
Cats: Complementary CNN and Transformer Encoders for Segmentation	Aug 24, 2022	3D Medical Imaging SegmentationDecoder	—Unverified
CausalCellSegmenter: Causal Inference inspired Diversified Aggregation Convolution for Pathology Image Segmentation	Mar 10, 2024	Causal InferenceImage Segmentation	—Unverified
Causality matters in medical imaging	Dec 17, 2019	BIG-bench Machine LearningImage Segmentation	—Unverified
Causal-SAM-LLM: Large Language Models as Causal Reasoners for Robust Medical Segmentation	Jul 4, 2025	AnatomyDisentanglement	—Unverified
CC-SAM: SAM with Cross-feature Attention and Context for Ultrasound Image Segmentation	Jul 31, 2024	Image SegmentationNatural Language Understanding	—Unverified
CDSE-UNet: Enhancing COVID-19 CT Image Segmentation with Canny Edge Detection and Dual-Path SENet Feature Fusion	Mar 3, 2024	Edge DetectionImage Segmentation	—Unverified
Cell image segmentation by Feature Random Enhancement Module	Jan 20, 2021	Image SegmentationSegmentation	—Unverified
Cell segmentation from telecentric bright-field transmitted light microscopy images using a Residual Attention U-Net: a case study on HeLa line	Mar 23, 2022	Cell SegmentationImage Segmentation	—Unverified
Cell segmentation with random ferns and graph-cuts	Feb 17, 2016	Cell SegmentationImage Segmentation	—Unverified
CEmb-SAM: Segment Anything Model with Condition Embedding for Joint Learning from Heterogeneous Datasets	Aug 14, 2023	DiagnosticImage Segmentation	—Unverified
CEREALS - Cost-Effective REgion-based Active Learning for Semantic Segmentation	Oct 23, 2018	Active LearningImage Segmentation	—Unverified
CF2-Net: Coarse-to-Fine Fusion Convolutional Network for Breast Ultrasound Image Segmentation	Mar 23, 2020	DecoderDeep Learning	—Unverified
CFFormer: Cross CNN-Transformer Channel Attention and Spatial Feature Fusion for Improved Segmentation of Low Quality Medical Images	Jan 7, 2025	Image SegmentationMedical Image Segmentation	—Unverified
CFPFormer: Feature-pyramid like Transformer Decoder for Segmentation and Detection	Apr 23, 2024	DecoderImage Segmentation	—Unverified
CGAM: Click-Guided Attention Module for Interactive Pathology Image Segmentation via Backpropagating Refinement	Jul 3, 2023	Image SegmentationInteractive Segmentation	—Unverified
Challenge Results Are Not Reproducible	Jul 14, 2023	BenchmarkingImage Segmentation	—Unverified
Channel Boosted CNN-Transformer-based Multi-Level and Multi-Scale Nuclei Segmentation	Jul 27, 2024	Image SegmentationMedical Image Segmentation	—Unverified
Chan-Vese Attention U-Net: An attention mechanism for robust segmentation	Jun 28, 2023	Image SegmentationMedical Image Segmentation	—Unverified

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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