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 22012225 of 5035 papers

TitleStatusHype
Color Recognition in Challenging Lighting Environments: CNN Approach0
Instance Segmentation XXL-CT Challenge of a Historic Airplane0
Densely Decoded Networks with Adaptive Deep Supervision for Medical Image Segmentation0
Architecture Analysis and Benchmarking of 3D U-shaped Deep Learning Models for Thoracic Anatomical SegmentationCode0
HoughToRadon Transform: New Neural Network Layer for Features Improvement in Projection Space0
Constrained Multiview Representation for Self-supervised Contrastive Learning0
Gazebo Plants: Simulating Plant-Robot Interaction with Cosserat Rods0
Exploring Intrinsic Properties of Medical Images for Self-Supervised Binary Semantic Segmentation0
SPCTNet: A Series-Parallel CNN and Transformer Network for 3D Medical Image Segmentation0
CoFiNet: Unveiling Camouflaged Objects with Multi-Scale Finesse0
Motion Mapping Cognition: A Nondecomposable Primary Process in Human Vision0
VIS-MAE: An Efficient Self-supervised Learning Approach on Medical Image Segmentation and ClassificationCode0
Datacube segmentation via Deep Spectral ClusteringCode0
Convolution Meets LoRA: Parameter Efficient Finetuning for Segment Anything Model0
MESA: Matching Everything by Segmenting Anything0
Breaking the Barrier: Selective Uncertainty-based Active Learning for Medical Image SegmentationCode0
HICH Image/Text (HICH-IT): Comprehensive Text and Image Datasets for Hypertensive Intracerebral Hemorrhage ResearchCode0
DeepGI: An Automated Approach for Gastrointestinal Tract Segmentation in MRI Scans0
Kitchen Food Waste Image Segmentation and Classification for Compost Nutrients Estimation0
UrbanGenAI: Reconstructing Urban Landscapes using Panoptic Segmentation and Diffusion Models0
Health Digital Twins Supported by Artificial Intelligence-based Algorithms and Extended Reality in Cardiology0
Segment Any Cell: A SAM-based Auto-prompting Fine-tuning Framework for Nuclei Segmentation0
UNIMO-G: Unified Image Generation through Multimodal Conditional Diffusion0
Synthetic data enables faster annotation and robust segmentation for multi-object grasping in clutter0
Local Background Estimation for Improved Gas Plume Identification in Hyperspectral Images0
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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