SOTAVerified

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 1151–1200 of 5035 papers

TitleStatusHype
Adaptive Patching for High-resolution Image Segmentation with Transformers—0
Constructing and Exploring Intermediate Domains in Mixed Domain Semi-supervised Medical Image SegmentationCode2
LLM-Seg: Bridging Image Segmentation and Large Language Model ReasoningCode2
Calibration & Reconstruction: Deep Integrated Language for Referring Image Segmentation—0
Practical Guidelines for Cell Segmentation Models Under Optical Aberrations in Microscopy—0
Practical Region-level Attack against Segment Anything ModelsCode0
A Mutual Inclusion Mechanism for Precise Boundary Segmentation in Medical ImagesCode0
Vision-Aware Text Features in Referring Image Segmentation: From Object Understanding to Context UnderstandingCode0
Visual Context-Aware Person Fall DetectionCode0
Multi-rater Prompting for Ambiguous Medical Image Segmentation—0
GLID: Pre-training a Generalist Encoder-Decoder Vision Model—0
Multi-view Aggregation Network for Dichotomous Image SegmentationCode2
LUCF-Net: Lightweight U-shaped Cascade Fusion Network for Medical Image SegmentationCode1
Streamlined Photoacoustic Image Processing with Foundation Models: A Training-Free Solution—0
O2V-Mapping: Online Open-Vocabulary Mapping with Neural Implicit Representation—0
An Evidential-enhanced Tri-Branch Consistency Learning Method for Semi-supervised Medical Image Segmentation—0
SAM-I-Am: Semantic Boosting for Zero-shot Atomic-Scale Electron Micrograph SegmentationCode0
Test-Time Adaptation with SaLIP: A Cascade of SAM and CLIP for Zero shot Medical Image SegmentationCode2
EPL: Evidential Prototype Learning for Semi-supervised Medical Image Segmentation—0
Uncertainty-aware Evidential Fusion-based Learning for Semi-supervised Medical Image Segmentation—0
GHOST: Grounded Human Motion Generation with Open Vocabulary Scene-and-Text Contexts—0
Image-based Agarwood Resinous Area Segmentation using Deep Learning—0
AlignZeg: Mitigating Objective Misalignment for Zero-shot Semantic Segmentation—0
PlateSegFL: A Privacy-Preserving License Plate Detection Using Federated Segmentation Learning—0
FPL+: Filtered Pseudo Label-based Unsupervised Cross-Modality Adaptation for 3D Medical Image SegmentationCode1
LHU-Net: A Light Hybrid U-Net for Cost-Efficient, High-Performance Volumetric Medical Image SegmentationCode2
Automated Prediction of Breast Cancer Response to Neoadjuvant Chemotherapy from DWI Data—0
Deep Learning-Based Brain Image Segmentation for Automated Tumour Detection—0
Mixed-Query Transformer: A Unified Image Segmentation Architecture—0
Towards Efficient and Accurate CT Segmentation via Edge-Preserving Probabilistic Downsampling—0
LiteNeXt: A Novel Lightweight ConvMixer-based Model with Self-embedding Representation Parallel for Medical Image SegmentationCode1
Flattening the Parent Bias: Hierarchical Semantic Segmentation in the Poincaré BallCode1
OpenNeRF: Open Set 3D Neural Scene Segmentation with Pixel-Wise Features and Rendered Novel Views—0
Investigation of Energy-efficient AI Model Architectures and Compression Techniques for "Green" Fetal Brain Segmentation—0
Cross-Modal Conditioned Reconstruction for Language-guided Medical Image SegmentationCode1
Contextual Embedding Learning to Enhance 2D Networks for Volumetric Image SegmentationCode0
Red-Teaming Segment Anything ModelCode0
Adaptive Feature Fusion Neural Network for Glaucoma Segmentation on Unseen Fundus Images—0
Medical Visual Prompting (MVP): A Unified Framework for Versatile and High-Quality Medical Image Segmentation—0
T-Mamba: Frequency-Enhanced Gated Long-Range Dependency for Tooth 3D CBCT SegmentationCode2
Diffusion based Zero-shot Medical Image-to-Image Translation for Cross Modality Segmentation—0
Teeth-SEG: An Efficient Instance Segmentation Framework for Orthodontic Treatment based on Anthropic Prior Knowledge—0
OVFoodSeg: Elevating Open-Vocabulary Food Image Segmentation via Image-Informed Textual Representation—0
Language Guided Domain Generalized Medical Image SegmentationCode1
Deep Instruction Tuning for Segment Anything ModelCode1
MugenNet: A Novel Combined Convolution Neural Network and Transformer Network with its Application for Colonic Polyp Image Segmentation—0
Rethinking Interactive Image Segmentation with Low Latency, High Quality, and Diverse PromptsCode2
Attention-based Shape-Deformation Networks for Artifact-Free Geometry Reconstruction of Lumbar Spine from MR ImagesCode0
AgileFormer: Spatially Agile Transformer UNet for Medical Image SegmentationCode2
UltraLight VM-UNet: Parallel Vision Mamba Significantly Reduces Parameters for Skin Lesion SegmentationCode3
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All datasetsMSD (Mirror Segmentation Dataset)PMDMAS3KPascal Panoptic PartsRMASPASCAL VOCHuTu 80MARIDACOCO val2017ImageNetMSD HeartOxfordPets

Benchmark Results

#ModelMetricClaimedVerifiedStatus
1SAM2-UNetIoU0.92—Unverified
2HetNetIoU0.83—Unverified
3PMDIoU0.82—Unverified
4SANetIoU0.8—Unverified
5MirrorNetIoU0.79—Unverified
#ModelMetricClaimedVerifiedStatus
1SAM2-UNetIoU0.73—Unverified
2HetNetIoU0.69—Unverified
3SANetIoU0.67—Unverified
4PMDIoU0.66—Unverified
5MirrorNetIoU0.59—Unverified
#ModelMetricClaimedVerifiedStatus
1SAM2-UNetmIoU0.8—Unverified
2MAS-SAMmIoU0.79—Unverified
3MASNetmIoU0.74—Unverified
4ZoomNetmIoU0.74—Unverified
#ModelMetricClaimedVerifiedStatus
1HIPIE (ViT-H)mIoUPartS63.8—Unverified
2PPSmIoUPartS58.6—Unverified
3HIPIE (ResNet-50)mIoUPartS57.2—Unverified
4JPPFmIoUPartS54.4—Unverified
#ModelMetricClaimedVerifiedStatus
1MAS-SAMmIoU0.74—Unverified
2SAM2-UNetmIoU0.74—Unverified
3MASNetmIoU0.73—Unverified
4ZoomNetmIoU0.73—Unverified
#ModelMetricClaimedVerifiedStatus
1OneNete,4-CmIoU63.6—Unverified
2OneNete,4-SmAP0.552.75—Unverified
3OneNeted,4mIoU14.9—Unverified
#ModelMetricClaimedVerifiedStatus
1UNetRDice0.98—Unverified
2PALEDDice0.98—Unverified
#ModelMetricClaimedVerifiedStatus
1ResAttUNetIoU0.67—Unverified
2UNetIoU0.57—Unverified
#ModelMetricClaimedVerifiedStatus
1SynCo (ResNet-50) 200epmask AP35.4—Unverified
#ModelMetricClaimedVerifiedStatus
1MobileOne-S0GFLOPs0.28—Unverified
#ModelMetricClaimedVerifiedStatus
1OneNete,4mIoU6.6—Unverified
#ModelMetricClaimedVerifiedStatus
1OneNete,4-CDice Score0.97—Unverified