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 2051–2075 of 5035 papers

Title	Date	Tasks	Status
Semantic Segmentation Refiner for Ultrasound Applications with Zero-Shot Foundation Models	Apr 25, 2024	Image SegmentationMedical Image Segmentation	—Unverified
Multi-view Cardiac Image Segmentation via Trans-Dimensional Priors	Apr 25, 2024	Image SegmentationSegmentation	—Unverified
Discriminative features pyramid network for medical image segmentation	Apr 25, 2024	Image SegmentationMedical Image Segmentation	CodeCode Available
Discriminative features pyramid network for medical image segmentation	Apr 25, 2024	Image SegmentationMedical Image Segmentation	CodeCode Available
DiffSeg: A Segmentation Model for Skin Lesions Based on Diffusion Difference	Apr 25, 2024	Decision MakingImage Segmentation	—Unverified
Mitigating False Predictions In Unreasonable Body Regions	Apr 24, 2024	Domain GeneralizationImage Segmentation	—Unverified
Does SAM dream of EIG? Characterizing Interactive Segmenter Performance using Expected Information Gain	Apr 24, 2024	Experimental DesignImage Segmentation	—Unverified
AutoGluon-Multimodal (AutoMM): Supercharging Multimodal AutoML with Foundation Models	Apr 24, 2024	AutoMLImage Segmentation	—Unverified
CFPFormer: Feature-pyramid like Transformer Decoder for Segmentation and Detection	Apr 23, 2024	DecoderImage Segmentation	—Unverified
Efficient Transformer Encoders for Mask2Former-style models	Apr 23, 2024	Computational EfficiencyImage Segmentation	CodeCode Available
PEMMA: Parameter-Efficient Multi-Modal Adaptation for Medical Image Segmentation	Apr 21, 2024	Computed Tomography (CT)Image Segmentation	—Unverified
Beyond Pixel-Wise Supervision for Medical Image Segmentation: From Traditional Models to Foundation Models	Apr 20, 2024	Image SegmentationMedical Image Segmentation	—Unverified
AMMUNet: Multi-Scale Attention Map Merging for Remote Sensing Image Segmentation	Apr 20, 2024	Computational EfficiencyImage Segmentation	CodeCode Available
Weakly Supervised LiDAR Semantic Segmentation via Scatter Image Annotation	Apr 19, 2024	Image SegmentationLIDAR Semantic Segmentation	—Unverified
ToNNO: Tomographic Reconstruction of a Neural Network's Output for Weakly Supervised Segmentation of 3D Medical Images	Apr 19, 2024	Image SegmentationMedical Image Segmentation	—Unverified
ESC: Evolutionary Stitched Camera Calibration in the Wild	Apr 19, 2024	Camera CalibrationImage Segmentation	—Unverified
ELEV-VISION-SAM: Integrated Vision Language and Foundation Model for Automated Estimation of Building Lowest Floor Elevation	Apr 19, 2024	Image Segmentationobject-detection	—Unverified
Automatic Cranial Defect Reconstruction with Self-Supervised Deep Deformable Masked Autoencoders	Apr 19, 2024	Data AugmentationImage Segmentation	—Unverified
Deep Gaussian mixture model for unsupervised image segmentation	Apr 18, 2024	Image Segmentationmodel	CodeCode Available
Curriculum Point Prompting for Weakly-Supervised Referring Image Segmentation	Apr 18, 2024	Image SegmentationSegmentation	—Unverified
Cross-model Mutual Learning for Exemplar-based Medical Image Segmentation	Apr 18, 2024	Image SegmentationMedical Image Segmentation	—Unverified
Boosting Medical Image Segmentation Performance with Adaptive Convolution Layer	Apr 17, 2024	Image SegmentationMedical Image Segmentation	CodeCode Available
Mixed Prototype Consistency Learning for Semi-supervised Medical Image Segmentation	Apr 16, 2024	Image SegmentationMedical Image Segmentation	—Unverified
The revenge of BiSeNet: Efficient Multi-Task Image Segmentation	Apr 15, 2024	Image SegmentationPanoptic Segmentation	—Unverified
ODFormer: Semantic Fundus Image Segmentation Using Transformer for Optic Nerve Head Detection	Apr 15, 2024	Head DetectionImage Segmentation	—Unverified

Show:10 25 50

← PrevPage 83 of 202Next →

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