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 2201–2225 of 5035 papers

Title	Date	Tasks	Status
Freeze the backbones: A Parameter-Efficient Contrastive Approach to Robust Medical Vision-Language Pre-training	Jan 2, 2024	image-classificationImage Classification	—Unverified
A SAM based Tool for Semi-Automatic Food Annotation	Oct 11, 2024	DecoderImage Segmentation	—Unverified
Agglomerating Large Vision Encoders via Distillation for VFSS Segmentation	Apr 3, 2025	Image SegmentationKnowledge Distillation	—Unverified
A Contrario Selection of Optimal Partitions for Image Segmentation	May 6, 2013	Image SegmentationSegmentation	—Unverified
Freestyle Sketch-in-the-Loop Image Segmentation	Jan 27, 2025	Image RetrievalImage Segmentation	—Unverified
FreeSeg: Unified, Universal and Open-Vocabulary Image Segmentation	Mar 30, 2023	Image SegmentationInstance Segmentation	—Unverified
Compassionately Conservative Balanced Cuts for Image Segmentation	Mar 27, 2018	Clusteringgraph partitioning	—Unverified
FreeSeg-Diff: Training-Free Open-Vocabulary Segmentation with Diffusion Models	Mar 29, 2024	Image GenerationImage Segmentation	—Unverified
Comparison of Possibilistic Fuzzy Local Information C-Means and Possibilistic K-Nearest Neighbors for Synthetic Aperture Sonar Image Segmentation	Apr 1, 2019	Image SegmentationLandmine	—Unverified
Artist, Style And Year Classification Using Face Recognition And Clustering With Convolutional Neural Networks	Dec 2, 2020	ClusteringFace Recognition	—Unverified
Free Form based active contours for image segmentation and free space perception	Jun 15, 2016	FormImage Segmentation	—Unverified
Comparison of Different Methods for Tissue Segmentation in Histopathological Whole-Slide Images	Mar 17, 2017	Image SegmentationSegmentation	—Unverified
FRCNet Frequency and Region Consistency for Semi-supervised Medical Image Segmentation	May 26, 2024	Image SegmentationMedical Image Segmentation	—Unverified
FRAP analysis Measuring biophysical kinetic parameters using image analysis	Feb 23, 2024	Image SegmentationSemantic Segmentation	—Unverified
Comparison of automatic prostate zones segmentation models in MRI images using U-net-like architectures	Jul 19, 2022	DiagnosticImage Segmentation	—Unverified
Artificial Protozoa Optimizer (APO): A novel bio-inspired metaheuristic algorithm for engineering optimization	May 6, 2025	Image SegmentationSemantic Segmentation	—Unverified
A Geometric Flow Approach for Segmentation of Images with Inhomongeneous Intensity and Missing Boundaries	Sep 19, 2023	Image SegmentationSegmentation	—Unverified
Framework for lung CT image segmentation based on UNet++	Jan 5, 2025	Data AugmentationImage Segmentation	—Unverified
Fractional Calculus In Image Processing: A Review	Aug 10, 2016	DenoisingEdge Detection	—Unverified
Comparing the Performance of LAB* and HSV Color Spaces with Respect to Color Image Segmentation	Jun 4, 2015	Image SegmentationSegmentation	—Unverified
FP-PET: Large Model, Multiple Loss And Focused Practice	Sep 22, 2023	Image SegmentationMedical Image Segmentation	—Unverified
Comparative Evaluation of 3D and 2D Deep Learning Techniques for Semantic Segmentation in CT Scans	Jan 19, 2021	Computed Tomography (CT)Deep Learning	—Unverified
Artificial neural networks and fuzzy logic for recognizing alphabet characters and mathematical symbols	Jul 6, 2016	Image SegmentationOptical Character Recognition	—Unverified
FPGA based Parallelized Architecture of Efficient Graph based Image Segmentation Algorithm	Oct 6, 2017	Autonomous NavigationImage Compression	—Unverified
Comparative Benchmarking of Failure Detection Methods in Medical Image Segmentation: Unveiling the Role of Confidence Aggregation	Jun 5, 2024	BenchmarkingImage 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