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 1401–1450 of 5035 papers

TitleStatusHype
Multi-scale attention-based instance segmentation for measuring crystals with large size variation—0
Primitive Geometry Segment Pre-training for 3D Medical Image SegmentationCode1
Segment Anything Model for Medical Image Segmentation: Current Applications and Future DirectionsCode5
Bilateral Reference for High-Resolution Dichotomous Image SegmentationCode7
Complementary Information Mutual Learning for Multimodality Medical Image Segmentation—0
Learning Multimodal Volumetric Features for Large-Scale Neuron TracingCode0
Systematic review of image segmentation using complex networks—0
Leveraging SAM for Single-Source Domain Generalization in Medical Image SegmentationCode1
Source-Free Online Domain Adaptive Semantic Segmentation of Satellite Images under Image Degradation—0
Kernel-U-Net: Multivariate Time Series Forecasting using Custom Kernels—0
Freeze the backbones: A Parameter-Efficient Contrastive Approach to Robust Medical Vision-Language Pre-training—0
Online Continual Domain Adaptation for Semantic Image Segmentation Using Internal RepresentationsCode0
Prompt-Driven Referring Image Segmentation with Instance Contrasting—0
Flattening the Parent Bias: Hierarchical Semantic Segmentation in the Poincare BallCode1
Bi-level Learning of Task-Specific Decoders for Joint Registration and One-Shot Medical Image SegmentationCode1
PH-Net: Semi-Supervised Breast Lesion Segmentation via Patch-wise HardnessCode1
Endow SAM with Keen Eyes: Temporal-spatial Prompt Learning for Video Camouflaged Object Detection—0
Rethinking Interactive Image Segmentation with Low Latency High Quality and Diverse PromptsCode2
LQMFormer: Language-aware Query Mask Transformer for Referring Image Segmentation—0
Teeth-SEG: An Efficient Instance Segmentation Framework for Orthodontic Treatment based on Multi-Scale Aggregation and Anthropic Prior Knowledge—0
Addressing Background Context Bias in Few-Shot Segmentation through Iterative Modulation—0
BRAU-Net++: U-Shaped Hybrid CNN-Transformer Network for Medical Image SegmentationCode2
Horizontal Federated Computer Vision—0
Double-well Net for Image SegmentationCode0
Promoting Segment Anything Model towards Highly Accurate Dichotomous Image Segmentation—0
Segment3D: Learning Fine-Grained Class-Agnostic 3D Segmentation without Manual Labels—0
Amodal Ground Truth and Completion in the WildCode1
Unsupervised Universal Image SegmentationCode2
Learning Multi-axis Representation in Frequency Domain for Medical Image SegmentationCode1
Dual-scale Enhanced and Cross-generative Consistency Learning for Semi-supervised Medical Image SegmentationCode0
Medical Report Generation based on Segment-Enhanced Contrastive Representation Learning—0
PULASki: Learning inter-rater variability using statistical distances to improve probabilistic segmentationCode0
UniRef++: Segment Every Reference Object in Spatial and Temporal SpacesCode2
Prototype-Based Approach for One-Shot Segmentation of Brain Tumors using Few-Shot Learning—0
Narrowing the semantic gaps in U-Net with learnable skip connections: The case of medical image segmentationCode2
SCUNet++: Swin-UNet and CNN Bottleneck Hybrid Architecture with Multi-Fusion Dense Skip Connection for Pulmonary Embolism CT Image SegmentationCode1
Variance-insensitive and Target-preserving Mask Refinement for Interactive Image Segmentation—0
Testing the Segment Anything Model on radiology data—0
FedA3I: Annotation Quality-Aware Aggregation for Federated Medical Image Segmentation against Heterogeneous Annotation NoiseCode1
FedSODA: Federated Cross-assessment and Dynamic Aggregation for Histopathology SegmentationCode0
Rotated Multi-Scale Interaction Network for Referring Remote Sensing Image SegmentationCode1
Surf-CDM: Score-Based Surface Cold-Diffusion Model For Medical Image Segmentation—0
Active contours driven by local and global intensity fitting energy with application to SAR image segmentation and its fast solvers—0
SegRefiner: Towards Model-Agnostic Segmentation Refinement with Discrete Diffusion ProcessCode2
Mask Grounding for Referring Image SegmentationCode1
MDD-UNet: Domain Adaptation for Medical Image Segmentation with Theoretical Guarantees, a Proof of ConceptCode1
Collaborative Learning for Annotation-Efficient Volumetric MR Image Segmentation—0
Semantic Segmentation Using Transfer Learning on Fisheye Images—0
AutoVisual Fusion Suite: A Comprehensive Evaluation of Image Segmentation and Voice Conversion Tools on HuggingFace PlatformCode1
How to Efficiently Annotate Images for Best-Performing Deep Learning Based Segmentation Models: An Empirical Study with Weak and Noisy Annotations and Segment Anything ModelCode0
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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