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 2926–2950 of 5035 papers

Title	Date	Tasks	Status
Weakly Supervised LiDAR Semantic Segmentation via Scatter Image Annotation	Apr 19, 2024	Image SegmentationLIDAR Semantic Segmentation	—Unverified
Foundation Models for Biomedical Image Segmentation: A Survey	Jan 15, 2024	Image SegmentationSemantic Segmentation	—Unverified
Fourier Boundary Features Network with Wider Catchers for Glass Segmentation	May 15, 2024	Image SegmentationSegmentation	—Unverified
FourierLoss: Shape-Aware Loss Function with Fourier Descriptors	Sep 21, 2023	Image SegmentationLiver Segmentation	—Unverified
FPGA based Parallelized Architecture of Efficient Graph based Image Segmentation Algorithm	Oct 6, 2017	Autonomous NavigationImage Compression	—Unverified
FP-PET: Large Model, Multiple Loss And Focused Practice	Sep 22, 2023	Image SegmentationMedical Image Segmentation	—Unverified
Fractional Calculus In Image Processing: A Review	Aug 10, 2016	DenoisingEdge Detection	—Unverified
Framework for lung CT image segmentation based on UNet++	Jan 5, 2025	Data AugmentationImage Segmentation	—Unverified
FRAP analysis Measuring biophysical kinetic parameters using image analysis	Feb 23, 2024	Image SegmentationSemantic Segmentation	—Unverified
FRCNet Frequency and Region Consistency for Semi-supervised Medical Image Segmentation	May 26, 2024	Image SegmentationMedical Image Segmentation	—Unverified
Free Form based active contours for image segmentation and free space perception	Jun 15, 2016	FormImage Segmentation	—Unverified
FreeSeg-Diff: Training-Free Open-Vocabulary Segmentation with Diffusion Models	Mar 29, 2024	Image GenerationImage Segmentation	—Unverified
FreeSeg: Unified, Universal and Open-Vocabulary Image Segmentation	Mar 30, 2023	Image SegmentationInstance Segmentation	—Unverified
Freestyle Sketch-in-the-Loop Image Segmentation	Jan 27, 2025	Image RetrievalImage Segmentation	—Unverified
Freeze the backbones: A Parameter-Efficient Contrastive Approach to Robust Medical Vision-Language Pre-training	Jan 2, 2024	image-classificationImage Classification	—Unverified
FreqU-FNet: Frequency-Aware U-Net for Imbalanced Medical Image Segmentation	May 23, 2025	DecoderImage Segmentation	—Unverified
From Active Contours to Minimal Geodesic Paths: New Solutions to Active Contours Problems by Eikonal Equations	Jul 23, 2019	Boundary DetectionImage Segmentation	—Unverified
From CNN to Transformer: A Review of Medical Image Segmentation Models	Aug 10, 2023	Image SegmentationMedical Image Analysis	—Unverified
From Deterministic to Probabilistic: A Novel Perspective on Domain Generalization for Medical Image Segmentation	Dec 7, 2024	Contrastive LearningDomain Generalization	—Unverified
PINN-EMFNet: PINN-based and Enhanced Multi-Scale Feature Fusion Network for Breast Ultrasound Images Segmentation	Dec 22, 2024	DecoderImage Segmentation	—Unverified
PI-RCNN: An Efficient Multi-sensor 3D Object Detector with Point-based Attentive Cont-conv Fusion Module	Nov 14, 2019	3D Object DetectionImage Segmentation	—Unverified
PISA: Pixelwise Image Saliency by Aggregating Complementary Appearance Contrast Measures with Edge-Preserving Coherence	May 13, 2015	Image SegmentationObject Recognition	—Unverified
PISA: Pixelwise Image Saliency by Aggregating Complementary Appearance Contrast Measures with Spatial Priors	Jun 1, 2013	Image SegmentationObject Recognition	—Unverified
Pitfalls of topology-aware image segmentation	Dec 19, 2024	BenchmarkingImage Segmentation	—Unverified
Pixel-Level Clustering Network for Unsupervised Image Segmentation	Oct 24, 2023	Autonomous DrivingClustering	—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