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 851900 of 5035 papers

TitleStatusHype
Ultra-high Resolution Image Segmentation via Locality-aware Context Fusion and Alternating Local EnhancementCode1
Focused and Collaborative Feedback Integration for Interactive Image SegmentationCode1
CauSSL: Causality-inspired Semi-supervised Learning for Medical Image SegmentationCode1
An Uncertainty-guided Tiered Self-training Framework for Active Source-free Domain Adaptation in Prostate SegmentationCode1
Continual Learning for Image Segmentation with Dynamic QueryCode1
FoodSAM: Any Food SegmentationCode1
CDDSA: Contrastive Domain Disentanglement and Style Augmentation for Generalizable Medical Image SegmentationCode1
FPL+: Filtered Pseudo Label-based Unsupervised Cross-Modality Adaptation for 3D Medical Image SegmentationCode1
Continuous Conditional Random Field Convolution for Point Cloud SegmentationCode1
Frequency Domain Adversarial Training for Robust Volumetric Medical SegmentationCode1
FreMIM: Fourier Transform Meets Masked Image Modeling for Medical Image SegmentationCode1
Pseudo-Label Guided Contrastive Learning for Semi-Supervised Medical Image SegmentationCode1
Contrastive Semi-supervised Learning for Domain Adaptive Segmentation Across Similar Anatomical StructuresCode1
A comparative study of 2D image segmentation algorithms for traumatic brain lesions using CT data from the ProTECTIII multicenter clinical trialCode1
AerialFormer: Multi-resolution Transformer for Aerial Image SegmentationCode1
CENet: Context Enhancement Network for Medical Image SegmentationCode1
Continual atlas-based segmentation of prostate MRICode1
Aligning Generative Denoising with Discriminative Objectives Unleashes Diffusion for Visual PerceptionCode1
Continual Hippocampus Segmentation with TransformersCode1
QTSeg: A Query Token-Based Architecture for Efficient 2D Medical Image SegmentationCode1
A Partially Reversible U-Net for Memory-Efficient Volumetric Image SegmentationCode1
FU-net: Multi-class Image Segmentation Using Feedback Weighted U-netCode1
RankSEG: A Consistent Ranking-based Framework for SegmentationCode1
RatLesNetv2: A Fully Convolutional Network for Rodent Brain Lesion SegmentationCode1
IOP-FL: Inside-Outside Personalization for Federated Medical Image SegmentationCode1
Real-Time Image Segmentation via Hybrid Convolutional-Transformer Architecture SearchCode1
FuseNet: Self-Supervised Dual-Path Network for Medical Image SegmentationCode1
Recurrent Mask Refinement for Few-Shot Medical Image SegmentationCode1
FusionU-Net: U-Net with Enhanced Skip Connection for Pathology Image SegmentationCode1
Channel prior convolutional attention for medical image segmentationCode1
Gaze-Assisted Medical Image SegmentationCode1
Generalizable Cross-modality Medical Image Segmentation via Style Augmentation and Dual NormalizationCode1
GBT-SAM: Adapting a Foundational Deep Learning Model for Generalizable Brain Tumor Segmentation via Efficient Integration of Multi-Parametric MRI DataCode1
CHeart: A Conditional Spatio-Temporal Generative Model for Cardiac AnatomyCode1
G-CASCADE: Efficient Cascaded Graph Convolutional Decoding for 2D Medical Image SegmentationCode1
GCtx-UNet: Efficient Network for Medical Image SegmentationCode1
ISDNet: Integrating Shallow and Deep Networks for Efficient Ultra-High Resolution SegmentationCode1
Generalizable Medical Image Segmentation via Random Amplitude Mixup and Domain-Specific Image RestorationCode1
CIS-UNet: Multi-Class Segmentation of the Aorta in Computed Tomography Angiography via Context-Aware Shifted Window Self-AttentionCode1
CiT-Net: Convolutional Neural Networks Hand in Hand with Vision Transformers for Medical Image SegmentationCode1
Inter Extreme Points Geodesics for End-to-End Weakly Supervised Image SegmentationCode1
Test-time Adaptation with Slot-Centric ModelsCode1
Contextual Attention Network: Transformer Meets U-NetCode1
ResAttUNet: Detecting Marine Debris using an Attention activated Residual UNetCode1
Interfacing Foundation Models' EmbeddingsCode1
Interactive Object Segmentation in 3D Point CloudsCode1
Active Negative Loss: A Robust Framework for Learning with Noisy LabelsCode1
Graph Flow: Cross-layer Graph Flow Distillation for Dual Efficient Medical Image SegmentationCode1
Affinity Fusion Graph-based Framework for Natural Image SegmentationCode1
Interactive Segmentation and Visualization for Tiny Objects in Multi-megapixel ImagesCode1
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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