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 2676–2700 of 5035 papers

Title	Date	Tasks	Status
Towards Clinician-Preferred Segmentation: Leveraging Human-in-the-Loop for Test Time Adaptation in Medical Image Segmentation	May 14, 2024	Image SegmentationMedical Image Segmentation	—Unverified
Towards Comparable Knowledge Distillation in Semantic Image Segmentation	Sep 7, 2023	Image SegmentationKnowledge Distillation	—Unverified
Towards Complex-query Referring Image Segmentation: A Novel Benchmark	Sep 29, 2023	Image SegmentationSemantic Segmentation	—Unverified
Towards Continual Universal Segmentation	Jan 1, 2025	Image SegmentationSegmentation	—Unverified
Towards Cross-modality Medical Image Segmentation with Online Mutual Knowledge Distillation	Oct 4, 2020	Cardiac SegmentationImage Segmentation	—Unverified
Towards Efficient and Accurate CT Segmentation via Edge-Preserving Probabilistic Downsampling	Apr 5, 2024	Image SegmentationMedical Image Segmentation	—Unverified
Towards Efficient Pixel Labeling for Industrial Anomaly Detection and Localization	Jul 3, 2024	Anomaly DetectionImage Segmentation	—Unverified
Towards Generalizable Medical Image Segmentation with Pixel-wise Uncertainty Estimation	May 13, 2023	Image SegmentationMedical Image Analysis	—Unverified
Towards Generalizable Referring Image Segmentation via Target Prompt and Visual Coherence	Dec 1, 2023	Image SegmentationSemantic Segmentation	—Unverified
Towards increased trustworthiness of deep learning segmentation methods on cardiac MRI	Sep 27, 2018	Deep LearningImage Segmentation	—Unverified
Towards integrating spatial localization in convolutional neural networks for brain image segmentation	Apr 12, 2018	Brain Image SegmentationImage Segmentation	—Unverified
Towards Learning Food Portion From Monocular Images With Cross-Domain Feature Adaptation	Mar 12, 2021	Image SegmentationManagement	—Unverified
Towards Reducing Aleatoric Uncertainty for Medical Imaging Tasks	Oct 21, 2021	Data AugmentationDecision Making Under Uncertainty	—Unverified
Towards Robust Partially Supervised Multi-Structure Medical Image Segmentation on Small-Scale Data	Nov 28, 2020	Data AugmentationImage Segmentation	—Unverified
Towards safe deep learning: accurately quantifying biomarker uncertainty in neural network predictions	Jun 22, 2018	Deep LearningImage Segmentation	—Unverified
Towards Simultaneous Segmentation of Liver Tumors and Intrahepatic Vessels via Cross-attention Mechanism	Feb 20, 2023	DecoderImage Segmentation	—Unverified
Towards the effectiveness of Deep Convolutional Neural Network based Fast Random Forest Classifier	Sep 28, 2016	BIG-bench Machine Learningfeature selection	—Unverified
Towards the Unification of Generative and Discriminative Visual Foundation Model: A Survey	Dec 15, 2023	Image GenerationImage Segmentation	—Unverified
Towards Unsupervised Learning for Instrument Segmentation in Robotic Surgery with Cycle-Consistent Adversarial Networks	Jul 9, 2020	Image SegmentationImage-to-Image Translation	—Unverified
Towards user-centered interactive medical image segmentation in VR with an assistive AI agent	May 12, 2025	AI AgentData Interaction	—Unverified
Toward Unpaired Multi-modal Medical Image Segmentation via Learning Structured Semantic Consistency	Jun 21, 2022	Image SegmentationMedical Image Analysis	—Unverified
TP-UNet: Temporal Prompt Guided UNet for Medical Image Segmentation	Nov 18, 2024	Contrastive LearningImage Segmentation	—Unverified
Tracing Halpha Fibrils through Bayesian Deep Learning	Jul 16, 2021	Deep LearningImage Segmentation	—Unverified
Track Any Anomalous Object:A Granular Video Anomaly Detection Pipeline	Jan 1, 2025	Anomaly DetectionAnomaly Localization	—Unverified
Track, then Decide: Category-Agnostic Vision-based Multi-Object Tracking	Dec 21, 2017	Image SegmentationMulti-Object Tracking	—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