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 2251–2300 of 5035 papers

TitleStatusHype
Learning Multimodal Volumetric Features for Large-Scale Neuron TracingCode0
Complementary Information Mutual Learning for Multimodality Medical Image Segmentation—0
Systematic review of image segmentation using complex networks—0
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
Online Continual Domain Adaptation for Semantic Image Segmentation Using Internal RepresentationsCode0
Freeze the backbones: A Parameter-Efficient Contrastive Approach to Robust Medical Vision-Language Pre-training—0
LQMFormer: Language-aware Query Mask Transformer for Referring Image Segmentation—0
Endow SAM with Keen Eyes: Temporal-spatial Prompt Learning for Video Camouflaged Object Detection—0
Addressing Background Context Bias in Few-Shot Segmentation through Iterative Modulation—0
Teeth-SEG: An Efficient Instance Segmentation Framework for Orthodontic Treatment based on Multi-Scale Aggregation and Anthropic Prior Knowledge—0
Prompt-Driven Referring Image Segmentation with Instance Contrasting—0
Double-well Net for Image SegmentationCode0
Horizontal Federated Computer Vision—0
Promoting Segment Anything Model towards Highly Accurate Dichotomous Image Segmentation—0
Segment3D: Learning Fine-Grained Class-Agnostic 3D Segmentation without Manual Labels—0
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
Prototype-Based Approach for One-Shot Segmentation of Brain Tumors using Few-Shot Learning—0
Variance-insensitive and Target-preserving Mask Refinement for Interactive Image Segmentation—0
FedSODA: Federated Cross-assessment and Dynamic Aggregation for Histopathology SegmentationCode0
Testing the Segment Anything Model on radiology data—0
Active contours driven by local and global intensity fitting energy with application to SAR image segmentation and its fast solvers—0
Surf-CDM: Score-Based Surface Cold-Diffusion Model For Medical Image Segmentation—0
Collaborative Learning for Annotation-Efficient Volumetric MR Image Segmentation—0
ESDMR-Net: A Lightweight Network With Expand-Squeeze and Dual Multiscale Residual Connections for Medical Image Segmentation—0
Semantic Segmentation Using Transfer Learning on Fisheye Images—0
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
Q-Segment: Segmenting Images In-Sensor for Vessel-Based Medical Diagnosis—0
Towards the Unification of Generative and Discriminative Visual Foundation Model: A Survey—0
SQA-SAM: Segmentation Quality Assessment for Medical Images Utilizing the Segment Anything Model—0
ReCoRe: Regularized Contrastive Representation Learning of World Model—0
ASLseg: Adapting SAM in the Loop for Semi-supervised Liver Tumor Segmentation—0
Enhancing CT Image synthesis from multi-modal MRI data based on a multi-task neural network framework—0
Advanced Image Segmentation Techniques for Neural Activity Detection via C-fos Immediate Early Gene Expression—0
CLIP as RNN: Segment Countless Visual Concepts without Training Endeavor—0
Dual Structure-Aware Image Filterings for Semi-supervised Medical Image Segmentation—0
MS-Twins: Multi-Scale Deep Self-Attention Networks for Medical Image Segmentation—0
Flexible visual prompts for in-context learning in computer visionCode0
A dynamic interactive learning framework for automated 3D medical image segmentation—0
ReshapeIT: Reliable Shape Interaction with Implicit Template for Anatomical Structure ReconstructionCode0
AttenScribble: Attentive Similarity Learning for Scribble-Supervised Medical Image Segmentation—0
SAR image segmentation algorithms based on I-divergence-TV model—0
A global optimization SAR image segmentation model can be easily transformed to a general ROF denoising model—0
ODES: Domain Adaptation with Expert Guidance for Online Medical Image Segmentation—0
LSegDiff: A Latent Diffusion Model for Medical Image Segmentation—0
An unsupervised approach towards promptable defect segmentation in laser-based additive manufacturing by Segment Anything—0
DeepPyramid+: Medical Image Segmentation using Pyramid View Fusion and Deformable Pyramid Reception—0
Graph Information Bottleneck for Remote Sensing Segmentation—0
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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