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 4551–4575 of 5035 papers

Title	Date	Tasks	Status
IntelliCardiac: An Intelligent Platform for Cardiac Image Segmentation and Classification	May 5, 2025	ClassificationDiagnostic	CodeCode Available
DenseNet approach to segmentation and classification of dermatoscopic skin lesions images	Oct 9, 2021	ClassificationDiagnostic	CodeCode Available
CANet: Context aware network with dual-stream pyramid for medical image segmentation	Mar 5, 2023	2D Semantic SegmentationDecoder	CodeCode Available
Instance Segmentation as Image Segmentation Annotation	Feb 1, 2019	DecoderImage Segmentation	CodeCode Available
Enhancing Visual Grounding and Generalization: A Multi-Task Cycle Training Approach for Vision-Language Models	Nov 21, 2023	Image SegmentationLanguage Modelling	CodeCode Available
Adaptive Morphological Reconstruction for Seeded Image Segmentation	Apr 8, 2019	Image SegmentationSegmentation	CodeCode Available
Input Invex Neural Network	Jun 16, 2021	Image ClassificationImage Segmentation	CodeCode Available
Virtual Augmented Reality for Atari Reinforcement Learning	Oct 12, 2023	Image Segmentationreinforcement-learning	CodeCode Available
Information-Theoretic Segmentation by Inpainting Error Maximization	Dec 14, 2020	Image SegmentationSegmentation	CodeCode Available
Increasing-Margin Adversarial (IMA) Training to Improve Adversarial Robustness of Neural Networks	May 19, 2020	Adversarial RobustnessGeneral Classification	CodeCode Available
Improving Uncertainty-Error Correspondence in Deep Bayesian Medical Image Segmentation	Sep 5, 2024	Image SegmentationMedical Image Segmentation	CodeCode Available
Improving the Segmentation of Scanning Probe Microscope Images using Convolutional Neural Networks	Aug 27, 2020	Image SegmentationSegmentation	CodeCode Available
Improving the generalizability of convolutional neural network-based segmentation on CMR images	Jul 2, 2019	Image SegmentationSegmentation	CodeCode Available
Semantic Segmentation via Structured Patch Prediction, Context CRF and Guidance CRF	Jul 1, 2017	Image SegmentationScene Parsing	CodeCode Available
Boosting Convolution with Efficient MLP-Permutation for Volumetric Medical Image Segmentation	Mar 23, 2023	Image SegmentationMedical Image Segmentation	CodeCode Available
CAMEL: A Weakly Supervised Learning Framework for Histopathology Image Segmentation	Aug 28, 2019	Image SegmentationMultiple Instance Learning	CodeCode Available
Vision-Aware Text Features in Referring Image Segmentation: From Object Understanding to Context Understanding	Apr 12, 2024	DecoderImage Segmentation	CodeCode Available
Improving land cover segmentation across satellites using domain adaptation	Nov 25, 2019	Domain AdaptationEarth Observation	CodeCode Available
DenseASPP for Semantic Segmentation in Street Scenes	Jun 1, 2018	Autonomous DrivingImage Segmentation	CodeCode Available
PathFL: Multi-Alignment Federated Learning for Pathology Image Segmentation	May 28, 2025	Federated LearningImage Segmentation	CodeCode Available
Semantic Video Segmentation : Exploring Inference Efficiency	Sep 4, 2015	Image SegmentationSegmentation	CodeCode Available
Demystifying the Effect of Receptive Field Size in U-Net Models for Medical Image Segmentation	Jun 24, 2024	Computational EfficiencyImage Segmentation	CodeCode Available
Pathology Synthesis of 3D-Consistent Cardiac MR Images using 2D VAEs and GANs	Sep 9, 2022	Image GenerationImage Segmentation	CodeCode Available
PathSeqSAM: Sequential Modeling for Pathology Image Segmentation with SAM2	Apr 12, 2025	Domain AdaptationImage Segmentation	CodeCode Available
ZoDi: Zero-Shot Domain Adaptation with Diffusion-Based Image Transfer	Mar 20, 2024	Domain AdaptationImage Segmentation	CodeCode Available

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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