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Semantic Segmentation

Papers

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Showing 1651–1700 of 14763 papers

TitleStatusHype
QuadMamba: Learning Quadtree-based Selective Scan for Visual State Space ModelCode1
Evaluating the Impact of Point Cloud Colorization on Semantic Segmentation Accuracy—0
MedUniSeg: 2D and 3D Medical Image Segmentation via a Prompt-driven Universal ModelCode2
UnSeGArmaNet: Unsupervised Image Segmentation using Graph Neural Networks with Convolutional ARMA FiltersCode1
Guided Self-attention: Find the Generalized Necessarily Distinct Vectors for Grain Size Grading—0
Remote Sensing Image Segmentation Using Vision Mamba and Multi-Scale Multi-Frequency Feature Fusion—0
Training-Free Open-Ended Object Detection and Segmentation via Attention as Prompts—0
Adver-City: Open-Source Multi-Modal Dataset for Collaborative Perception Under Adverse Weather Conditions—0
Advancements in Road Lane Mapping: Comparative Fine-Tuning Analysis of Deep Learning-based Semantic Segmentation Methods Using Aerial Imagery—0
Low-Rank Continual Pyramid Vision Transformer: Incrementally Segment Whole-Body Organs in CT with Light-Weighted Adaptation—0
A Simple Image Segmentation Framework via In-Context ExamplesCode2
On Efficient Variants of Segment Anything Model: A Survey—0
AdaptDiff: Cross-Modality Domain Adaptation via Weak Conditional Semantic Diffusion for Retinal Vessel SegmentationCode0
A Mathematical Explanation of UNet—0
Optimizing Medical Image Segmentation with Advanced Decoder DesignCode0
DB-SAM: Delving into High Quality Universal Medical Image SegmentationCode1
Deep Domain Isolation and Sample Clustered Federated Learning for Semantic SegmentationCode0
SpecSAR-Former: A Lightweight Transformer-based Network for Global LULC Mapping Using Integrated Sentinel-1 and Sentinel-2Code0
Conformal confidence sets for biomedical image segmentation—0
Semantic Segmentation Based Quality Control of Histopathology Whole Slide ImagesCode0
HRVMamba: High-Resolution Visual State Space Model for Dense PredictionCode0
Not All Diffusion Model Activations Have Been Evaluated as Discriminative FeaturesCode1
Adapting Segment Anything Model to Melanoma Segmentation in Microscopy Slide Images—0
Efficient Semantic Segmentation via Lightweight Multiple-Information Interaction Network—0
RESSCAL3D++: Joint Acquisition and Semantic Segmentation of 3D Point CloudsCode0
DMC-Net: Lightweight Dynamic Multi-Scale and Multi-Resolution Convolution Network for Pancreas Segmentation in CT Images—0
Metrics Revolutions: Groundbreaking Insights into the Implementation of Metrics for Biomedical Image SegmentationCode0
ProtoSeg: A Prototype-Based Point Cloud Instance Segmentation Method—0
MedVisionLlama: Leveraging Pre-Trained Large Language Model Layers to Enhance Medical Image Segmentation—0
Unleashing the Potential of the Diffusion Model in Few-shot Semantic SegmentationCode1
HiFiSeg: High-Frequency Information Enhanced Polyp Segmentation with Global-Local Vision Transformer—0
Med-TTT: Vision Test-Time Training model for Medical Image SegmentationCode1
SynCo: Synthetic Hard Negatives in Contrastive Learning for Better Unsupervised Visual RepresentationsCode0
CTARR: A fast and robust method for identifying anatomical regions on CT images via atlas registrationCode0
Segment as You Wish -- Free-Form Language-Based Segmentation for Medical ImagesCode0
Deep learning assisted high resolution microscopy image processing for phase segmentation in functional composite materials—0
PASS:Test-Time Prompting to Adapt Styles and Semantic Shapes in Medical Image SegmentationCode1
Cognition Transferring and Decoupling for Text-supervised Egocentric Semantic SegmentationCode0
Boosting Weakly-Supervised Referring Image Segmentation via Progressive Comprehension—0
SegEarth-OV: Towards Training-Free Open-Vocabulary Segmentation for Remote Sensing ImagesCode3
VectorGraphNET: Graph Attention Networks for Accurate Segmentation of Complex Technical Drawings—0
AARK: An Open Toolkit for Autonomous Racing Research—0
ReXplain: Translating Radiology into Patient-Friendly Video Reports—0
Y-CA-Net: A Convolutional Attention Based Network for Volumetric Medical Image Segmentation—0
TransResNet: Integrating the Strengths of ViTs and CNNs for High Resolution Medical Image Segmentation via Feature GraftingCode1
Can We Remove the Ground? Obstacle-aware Point Cloud Compression for Remote Object Detection—0
Optimizing Drug Delivery in Smart Pharmacies: A Novel Framework of Multi-Stage Grasping Network Combined with Adaptive Robotics Mechanism—0
Deep Nets with Subsampling Layers Unwittingly Discard Useful Activations at Test-TimeCode0
Deep Multimodal Fusion for Semantic Segmentation of Remote Sensing Earth Observation Data—0
Semantic Segmentation of Unmanned Aerial Vehicle Remote Sensing Images using SegFormer—0
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All datasetsADE20KNYU-Depth V2Cityscapes testCityscapes valADE20K valPASCAL ContextS3DIS Area5PASCAL VOC 2012 testS3DISScanNetSUN-RGBDDensePASS

Benchmark Results

#ModelMetricClaimedVerifiedStatus
1InternImage-H (M3I Pre-training)Params (M)1,310—Unverified
2ViT-P (InternImage-H)Validation mIoU63.6—Unverified
3ONE-PEACEValidation mIoU63—Unverified
4M3I Pre-training (InternImage-H)Validation mIoU62.9—Unverified
5InternImage-HValidation mIoU62.9—Unverified
6BEiT-3Validation mIoU62.8—Unverified
7EVAValidation mIoU62.3—Unverified
8ViT-P (OneFormer, InternImage-H)Validation mIoU61.6—Unverified
9ViT-Adapter-L (Mask2Former, BEiTv2 pretrain)Validation mIoU61.5—Unverified
10FD-SwinV2-GValidation mIoU61.4—Unverified