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

Showing 551600 of 5035 papers

TitleStatusHype
Synthetic Instance Segmentation from Semantic Image Segmentation MasksCode1
CMUNeXt: An Efficient Medical Image Segmentation Network based on Large Kernel and Skip FusionCode1
Boundary Difference Over Union Loss For Medical Image SegmentationCode1
ScribbleVC: Scribble-supervised Medical Image Segmentation with Vision-Class EmbeddingCode1
3D Medical Image Segmentation with Sparse Annotation via Cross-Teaching between 3D and 2D NetworksCode1
Validating polyp and instrument segmentation methods in colonoscopy through Medico 2020 and MedAI 2021 ChallengesCode1
MCPA: Multi-scale Cross Perceptron Attention Network for 2D Medical Image SegmentationCode1
Multi-modal Learning with Missing Modality via Shared-Specific Feature ModellingCode1
Unite-Divide-Unite: Joint Boosting Trunk and Structure for High-accuracy Dichotomous Image SegmentationCode1
SwinMM: Masked Multi-view with Swin Transformers for 3D Medical Image SegmentationCode1
DHC: Dual-debiased Heterogeneous Co-training Framework for Class-imbalanced Semi-supervised Medical Image SegmentationCode1
Prototype-Driven and Multi-Expert Integrated Multi-Modal MR Brain Tumor Image SegmentationCode1
COLosSAL: A Benchmark for Cold-start Active Learning for 3D Medical Image SegmentationCode1
Flight Contrail Segmentation via Augmented Transfer Learning with Novel SR Loss Function in Hough SpaceCode1
Pick the Best Pre-trained Model: Towards Transferability Estimation for Medical Image SegmentationCode1
Bridging Vision and Language Encoders: Parameter-Efficient Tuning for Referring Image SegmentationCode1
Learning to Segment from Noisy Annotations: A Spatial Correction ApproachCode1
Consistency-guided Meta-Learning for Bootstrapping Semi-Supervised Medical Image SegmentationCode1
Deep Multi-Threshold Spiking-UNet for Image ProcessingCode1
Source-Free Domain Adaptation for Medical Image Segmentation via Prototype-Anchored Feature Alignment and Contrastive LearningCode1
Frequency-mixed Single-source Domain Generalization for Medical Image SegmentationCode1
Implementation of a perception system for autonomous vehicles using a detection-segmentation network in SoC FPGACode1
Frequency Domain Adversarial Training for Robust Volumetric Medical SegmentationCode1
Source-Free Domain Adaptive Fundus Image Segmentation with Class-Balanced Mean TeacherCode1
Correlation-Aware Mutual Learning for Semi-supervised Medical Image SegmentationCode1
Ariadne's Thread:Using Text Prompts to Improve Segmentation of Infected Areas from Chest X-ray imagesCode1
Semi-supervised Domain Adaptive Medical Image Segmentation through Consistency Regularized Disentangled Contrastive LearningCode1
MDViT: Multi-domain Vision Transformer for Small Medical Image Segmentation DatasetsCode1
SAMAug: Point Prompt Augmentation for Segment Anything ModelCode1
RefSAM: Efficiently Adapting Segmenting Anything Model for Referring Video Object SegmentationCode1
1M parameters are enough? A lightweight CNN-based model for medical image segmentationCode1
SeMLaPS: Real-time Semantic Mapping with Latent Prior Networks and Quasi-Planar SegmentationCode1
Delving into Crispness: Guided Label Refinement for Crisp Edge DetectionCode1
How to Efficiently Adapt Large Segmentation Model(SAM) to Medical ImagesCode1
Ladder Fine-tuning approach for SAM integrating complementary networkCode1
DIAS: A Dataset and Benchmark for Intracranial Artery Segmentation in DSA sequencesCode1
Annotator Consensus Prediction for Medical Image Segmentation with Diffusion ModelsCode1
Learnable Weight Initialization for Volumetric Medical Image SegmentationCode1
TomoSAM: a 3D Slicer extension using SAM for tomography segmentationCode1
AerialFormer: Multi-resolution Transformer for Aerial Image SegmentationCode1
PVPUFormer: Probabilistic Visual Prompt Unified Transformer for Interactive Image SegmentationCode1
Topology-Aware Uncertainty for Image SegmentationCode1
2DeteCT -- A large 2D expandable, trainable, experimental Computed Tomography dataset for machine learningCode1
Devil is in Channels: Contrastive Single Domain Generalization for Medical Image SegmentationCode1
Channel prior convolutional attention for medical image segmentationCode1
TEC-Net: Vision Transformer Embrace Convolutional Neural Networks for Medical Image SegmentationCode1
CiT-Net: Convolutional Neural Networks Hand in Hand with Vision Transformers for Medical Image SegmentationCode1
Conditional Diffusion Models for Weakly Supervised Medical Image SegmentationCode1
Instructive Feature Enhancement for Dichotomous Medical Image SegmentationCode1
DFormer: Diffusion-guided Transformer for Universal Image SegmentationCode1
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Benchmark Results

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