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 1126–1150 of 5035 papers

Title	Date	Tasks	Status	Hype
AutoGluon-Multimodal (AutoMM): Supercharging Multimodal AutoML with Foundation Models	Apr 24, 2024	AutoMLImage Segmentation	—Unverified	0
Does SAM dream of EIG? Characterizing Interactive Segmenter Performance using Expected Information Gain	Apr 24, 2024	Experimental DesignImage Segmentation	—Unverified	0
CFPFormer: Feature-pyramid like Transformer Decoder for Segmentation and Detection	Apr 23, 2024	DecoderImage Segmentation	—Unverified	0
Ultrasound SAM Adapter: Adapting SAM for Breast Lesion Segmentation in Ultrasound Images	Apr 23, 2024	Image SegmentationLesion Segmentation	CodeCode Available	1
Efficient Transformer Encoders for Mask2Former-style models	Apr 23, 2024	Computational EfficiencyImage Segmentation	CodeCode Available	0
PEMMA: Parameter-Efficient Multi-Modal Adaptation for Medical Image Segmentation	Apr 21, 2024	Computed Tomography (CT)Image Segmentation	—Unverified	0
Beyond Pixel-Wise Supervision for Medical Image Segmentation: From Traditional Models to Foundation Models	Apr 20, 2024	Image SegmentationMedical Image Segmentation	—Unverified	0
AMMUNet: Multi-Scale Attention Map Merging for Remote Sensing Image Segmentation	Apr 20, 2024	Computational EfficiencyImage Segmentation	CodeCode Available	0
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	0
Automatic Cranial Defect Reconstruction with Self-Supervised Deep Deformable Masked Autoencoders	Apr 19, 2024	Data AugmentationImage Segmentation	—Unverified	0
Weakly Supervised LiDAR Semantic Segmentation via Scatter Image Annotation	Apr 19, 2024	Image SegmentationLIDAR Semantic Segmentation	—Unverified	0
ESC: Evolutionary Stitched Camera Calibration in the Wild	Apr 19, 2024	Camera CalibrationImage Segmentation	—Unverified	0
ELEV-VISION-SAM: Integrated Vision Language and Foundation Model for Automated Estimation of Building Lowest Floor Elevation	Apr 19, 2024	Image Segmentationobject-detection	—Unverified	0
Curriculum Point Prompting for Weakly-Supervised Referring Image Segmentation	Apr 18, 2024	Image SegmentationSegmentation	—Unverified	0
Deep Gaussian mixture model for unsupervised image segmentation	Apr 18, 2024	Image Segmentationmodel	CodeCode Available	0
Cross-model Mutual Learning for Exemplar-based Medical Image Segmentation	Apr 18, 2024	Image SegmentationMedical Image Segmentation	—Unverified	0
Boosting Medical Image Segmentation Performance with Adaptive Convolution Layer	Apr 17, 2024	Image SegmentationMedical Image Segmentation	CodeCode Available	0
Mixed Prototype Consistency Learning for Semi-supervised Medical Image Segmentation	Apr 16, 2024	Image SegmentationMedical Image Segmentation	—Unverified	0
ODFormer: Semantic Fundus Image Segmentation Using Transformer for Optic Nerve Head Detection	Apr 15, 2024	Head DetectionImage Segmentation	—Unverified	0
How to build the best medical image segmentation algorithm using foundation models: a comprehensive empirical study with Segment Anything Model	Apr 15, 2024	DecoderImage Segmentation	CodeCode Available	3
SegFormer3D: an Efficient Transformer for 3D Medical Image Segmentation	Apr 15, 2024	Brain Tumor SegmentationDecoder	CodeCode Available	3
The revenge of BiSeNet: Efficient Multi-Task Image Segmentation	Apr 15, 2024	Image SegmentationPanoptic Segmentation	—Unverified	0
nnU-Net Revisited: A Call for Rigorous Validation in 3D Medical Image Segmentation	Apr 15, 2024	BenchmarkingImage Segmentation	CodeCode Available	1
Post-Training Network Compression for 3D Medical Image Segmentation: Reducing Computational Efforts via Tucker Decomposition	Apr 15, 2024	Computational EfficiencyGPU	CodeCode Available	0
Q2A: Querying Implicit Fully Continuous Feature Pyramid to Align Features for Medical Image Segmentation	Apr 15, 2024	DecoderImage Segmentation	—Unverified	0

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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