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 3626–3650 of 5035 papers

Title	Date	Tasks	Status
TranSiam: Fusing Multimodal Visual Features Using Transformer for Medical Image Segmentation	Apr 26, 2022	Image SegmentationMedical Image Segmentation	—Unverified
Transitive Distance Clustering with K-Means Duality	Jun 1, 2014	ClusteringImage Segmentation	—Unverified
TransLandSeg: A Transfer Learning Approach for Landslide Semantic Segmentation Based on Vision Foundation Model	Mar 15, 2024	Image SegmentationLandslide segmentation	—Unverified
TransMedSeg: A Transferable Semantic Framework for Semi-Supervised Medical Image Segmentation	May 20, 2025	Image SegmentationMedical Image Analysis	—Unverified
Transparency Distortion Robustness for SOTA Image Segmentation Tasks	May 21, 2024	Autonomous DrivingImage Segmentation	—Unverified
TransUPR: A Transformer-based Uncertain Point Refiner for LiDAR Point Cloud Semantic Segmentation	Feb 16, 2023	Image SegmentationSegmentation	—Unverified
Tree-Cut for Probabilistic Image Segmentation	Jun 11, 2015	Image SegmentationSegmentation	—Unverified
Tree-NET: Enhancing Medical Image Segmentation Through Efficient Low-Level Feature Training	Jan 3, 2025	Computational EfficiencyImage Segmentation	—Unverified
TreeSegNet: Adaptive Tree CNNs for Subdecimeter Aerial Image Segmentation	Apr 29, 2018	Image SegmentationSegmentation	—Unverified
TricycleGAN: Unsupervised Image Synthesis and Segmentation Based on Shape Priors	Feb 4, 2021	Image GenerationImage Segmentation	—Unverified
Trilateral Attention Network for Real-time Medical Image Segmentation	Jun 17, 2021	Cardiac SegmentationImage Segmentation	—Unverified
Tri-Plane Mamba: Efficiently Adapting Segment Anything Model for 3D Medical Images	Sep 13, 2024	Image SegmentationMamba	—Unverified
Tropical and Extratropical Cyclone Detection Using Deep Learning	May 18, 2020	BIG-bench Machine LearningDeep Learning	—Unverified
Trust, but Verify: Robust Image Segmentation using Deep Learning	Oct 25, 2023	Deep LearningImage Segmentation	—Unverified
TRUSTED: The Paired 3D Transabdominal Ultrasound and CT Human Data for Kidney Segmentation and Registration Research	Oct 19, 2023	Image RegistrationImage Segmentation	—Unverified
Trusting Semantic Segmentation Networks	Jun 20, 2024	Image SegmentationMedical Image Segmentation	—Unverified
Trustworthy Deep Learning for Medical Image Segmentation	May 27, 2023	AnatomyDeep Learning	—Unverified
SUPER-Net: Trustworthy Medical Image Segmentation with Uncertainty Propagation in Encoder-Decoder Networks	Nov 10, 2021	DecoderImage Segmentation	—Unverified
TSI-Net: A Timing Sequence Image Segmentation Network for Intracranial Artery Segmentation in Digital Subtraction Angiography	Sep 7, 2023	Image SegmentationSegmentation	—Unverified
TSRFormer: Table Structure Recognition with Transformers	Aug 9, 2022	Image SegmentationPrediction	—Unverified
TSUBF-Net: Trans-Spatial UNet-like Network with Bi-direction Fusion for Segmentation of Adenoid Hypertrophy in CT	Dec 1, 2024	Computed Tomography (CT)Image Segmentation	—Unverified
Tumor-Centered Patching for Enhanced Medical Image Segmentation	Aug 23, 2023	Computational EfficiencyImage Segmentation	—Unverified
Tuning a SAM-Based Model with Multi-Cognitive Visual Adapter to Remote Sensing Instance Segmentation	Aug 16, 2024	DecoderImage Segmentation	—Unverified
TWIG: Two-Step Image Generation using Segmentation Masks in Diffusion Models	Apr 21, 2025	Image GenerationImage Segmentation	—Unverified
Two Approaches to Supervised Image Segmentation	Jul 19, 2023	Deep LearningDimensionality Reduction	—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