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 4501–4525 of 5035 papers

Title	Date	Tasks	Status
Know "No'' Better: A Data-Driven Approach for Enhancing Negation Awareness in CLIP	Jan 19, 2025	Image GenerationImage Segmentation	—Unverified
Koopman-based spectral clustering of directed and time-evolving graphs	Apr 6, 2022	ClusteringImage Segmentation	—Unverified
K-textures, a self-supervised hard clustering deep learning algorithm for satellite image segmentation	May 18, 2022	ClusteringImage Segmentation	—Unverified
Kullback-Leibler Divergence-Based Fuzzy C-Means Clustering Incorporating Morphological Reconstruction and Wavelet Frames for Image Segmentation	Feb 21, 2020	ClusteringImage Segmentation	—Unverified
L^3U-net: Low-Latency Lightweight U-net Based Image Segmentation Model for Parallel CNN Processors	Mar 30, 2022	Image SegmentationSegmentation	—Unverified
Label Assistant: A Workflow for Assisted Data Annotation in Image Segmentation Tasks	Nov 27, 2021	Image SegmentationSemantic Segmentation	—Unverified
Label-efficient Hybrid-supervised Learning for Medical Image Segmentation	Mar 10, 2022	Image SegmentationMedical Image Segmentation	—Unverified
Label Filling via Mixed Supervision for Medical Image Segmentation from Noisy Annotations	Oct 21, 2024	Image SegmentationLesion Segmentation	—Unverified
Label noise in segmentation networks : mitigation must deal with bias	Jul 5, 2021	Image SegmentationMedical Image Segmentation	—Unverified
Label Refinement Network for Coarse-to-Fine Semantic Segmentation	Mar 1, 2017	Image SegmentationSegmentation	—Unverified
Label Sharing Incremental Learning Framework for Independent Multi-Label Segmentation Tasks	Nov 17, 2024	Image SegmentationIncremental Learning	—Unverified
Lane detection with Position Embedding	Mar 23, 2022	Autonomous DrivingImage Segmentation	—Unverified
Language-guided Medical Image Segmentation with Target-informed Multi-level Contrastive Alignments	Dec 18, 2024	Image SegmentationMedical Image Analysis	—Unverified
Laplacian Coordinates for Seeded Image Segmentation	Jun 1, 2014	Image SegmentationSegmentation	—Unverified
Large Batch and Patch Size Training for Medical Image Segmentation	Oct 24, 2022	GPUImage Segmentation	—Unverified
Large-Kernel Attention for 3D Medical Image Segmentation	Jul 19, 2022	Computed Tomography (CT)Image Segmentation	—Unverified
Large-scale Binary Quadratic Optimization Using Semidefinite Relaxation and Applications	Nov 27, 2014	ClusteringImage Segmentation	—Unverified
Large-scale detection and categorization of oil spills from SAR images with deep learning	Jun 24, 2020	General ClassificationImage Segmentation	—Unverified
Large-scale EM Analysis of the Drosophila Antennal Lobe with Automatically Computed Synapse Point Clouds	Aug 25, 2015	Image SegmentationSemantic Segmentation	—Unverified
Layered Scene Decomposition via the Occlusion-CRF	Jun 1, 2016	Image SegmentationSemantic Segmentation	—Unverified
Layer Ensembles: A Single-Pass Uncertainty Estimation in Deep Learning for Segmentation	Mar 16, 2022	Image SegmentationMedical Image Analysis	—Unverified
LDMRes-Net: Enabling Efficient Medical Image Segmentation on IoT and Edge Platforms	Jun 9, 2023	Computational EfficiencyImage Segmentation	—Unverified
LD-ZNet: A Latent Diffusion Approach for Text-Based Image Segmentation	Mar 22, 2023	image-classificationImage Classification	—Unverified
Learned Image Compression for Machine Perception	Nov 3, 2021	Image CompressionImage Reconstruction	—Unverified
Learning Active Contour Models for Medical Image Segmentation	Jun 1, 2019	Deep LearningImage 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