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 2076–2100 of 5035 papers

Title	Date	Tasks	Status
The revenge of BiSeNet: Efficient Multi-Task Image Segmentation	Apr 15, 2024	Image SegmentationPanoptic Segmentation	—Unverified
Post-Training Network Compression for 3D Medical Image Segmentation: Reducing Computational Efforts via Tucker Decomposition	Apr 15, 2024	Computational EfficiencyGPU	CodeCode Available
Adaptive Patching for High-resolution Image Segmentation with Transformers	Apr 15, 2024	FrictionImage Segmentation	—Unverified
Vision-Aware Text Features in Referring Image Segmentation: From Object Understanding to Context Understanding	Apr 12, 2024	DecoderImage Segmentation	CodeCode Available
Practical Region-level Attack against Segment Anything Models	Apr 12, 2024	Image SegmentationSemantic Segmentation	CodeCode Available
Calibration & Reconstruction: Deep Integrated Language for Referring Image Segmentation	Apr 12, 2024	DecoderImage Segmentation	—Unverified
Practical Guidelines for Cell Segmentation Models Under Optical Aberrations in Microscopy	Apr 12, 2024	BenchmarkingCell Segmentation	—Unverified
A Mutual Inclusion Mechanism for Precise Boundary Segmentation in Medical Images	Apr 12, 2024	Image SegmentationPosition	CodeCode Available
Streamlined Photoacoustic Image Processing with Foundation Models: A Training-Free Solution	Apr 11, 2024	Image SegmentationSegmentation	—Unverified
Multi-rater Prompting for Ambiguous Medical Image Segmentation	Apr 11, 2024	Image SegmentationMedical Image Segmentation	—Unverified
Visual Context-Aware Person Fall Detection	Apr 11, 2024	Image SegmentationSegmentation	CodeCode Available
GLID: Pre-training a Generalist Encoder-Decoder Vision Model	Apr 11, 2024	DecoderDepth Estimation	—Unverified
An Evidential-enhanced Tri-Branch Consistency Learning Method for Semi-supervised Medical Image Segmentation	Apr 10, 2024	Image SegmentationMedical Image Analysis	—Unverified
O2V-Mapping: Online Open-Vocabulary Mapping with Neural Implicit Representation	Apr 10, 2024	Image SegmentationObject	—Unverified
SAM-I-Am: Semantic Boosting for Zero-shot Atomic-Scale Electron Micrograph Segmentation	Apr 9, 2024	Autonomous DrivingImage Segmentation	CodeCode Available
EPL: Evidential Prototype Learning for Semi-supervised Medical Image Segmentation	Apr 9, 2024	Image SegmentationMedical Image Segmentation	—Unverified
Uncertainty-aware Evidential Fusion-based Learning for Semi-supervised Medical Image Segmentation	Apr 9, 2024	Image SegmentationMedical Image Segmentation	—Unverified
Image-based Agarwood Resinous Area Segmentation using Deep Learning	Apr 8, 2024	Deep LearningImage Segmentation	—Unverified
AlignZeg: Mitigating Objective Misalignment for Zero-shot Semantic Segmentation	Apr 8, 2024	Image SegmentationSegmentation	—Unverified
GHOST: Grounded Human Motion Generation with Open Vocabulary Scene-and-Text Contexts	Apr 8, 2024	DescriptiveImage Segmentation	—Unverified
PlateSegFL: A Privacy-Preserving License Plate Detection Using Federated Segmentation Learning	Apr 7, 2024	Federated LearningImage Segmentation	—Unverified
Automated Prediction of Breast Cancer Response to Neoadjuvant Chemotherapy from DWI Data	Apr 7, 2024	Image SegmentationSegmentation	—Unverified
Mixed-Query Transformer: A Unified Image Segmentation Architecture	Apr 6, 2024	Data AugmentationImage Segmentation	—Unverified
Deep Learning-Based Brain Image Segmentation for Automated Tumour Detection	Apr 6, 2024	Brain Image SegmentationBrain Tumor Segmentation	—Unverified
Towards Efficient and Accurate CT Segmentation via Edge-Preserving Probabilistic Downsampling	Apr 5, 2024	Image SegmentationMedical Image 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