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Semantic Segmentation

Papers

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Showing 5151–5200 of 14763 papers

TitleStatusHype
Static-Dynamic Class-level Perception Consistency in Video Semantic Segmentation—0
Unified HT-CNNs Architecture: Transfer Learning for Segmenting Diverse Brain Tumors in MRI from Gliomas to Pediatric Tumors—0
Structured IB: Improving Information Bottleneck with Structured Feature Learning—0
Utilizing Multi-step Loss for Single Image Reflection RemovalCode0
Post-Hoc MOTS: Exploring the Capabilities of Time-Symmetric Multi-Object Tracking—0
A Deep Semantic Segmentation Network with Semantic and Contextual Refinements—0
Annotation-Efficient Task Guidance for Medical Segment AnythingCode0
Stable Mean Teacher for Semi-supervised Video Action DetectionCode0
A Generative Victim Model for Segmentation—0
How Certain are Uncertainty Estimates? Three Novel Earth Observation Datasets for Benchmarking Uncertainty Quantification in Machine Learning—0
GCUNet: A GNN-Based Contextual Learning Network for Tertiary Lymphoid Structure Semantic Segmentation in Whole Slide Image—0
Open-Vocabulary High-Resolution 3D (OVHR3D) Data Segmentation and Annotation Framework—0
DenseVLM: A Retrieval and Decoupled Alignment Framework for Open-Vocabulary Dense Prediction—0
BATseg: Boundary-aware Multiclass Spinal Cord Tumor Segmentation on 3D MRI Scans—0
Active Learning with Context Sampling and One-vs-Rest Entropy for Semantic Segmentation—0
A Lightweight U-like Network Utilizing Neural Memory Ordinary Differential Equations for Slimming the DecoderCode0
[MASK] is All You NeedCode0
ContRail: A Framework for Realistic Railway Image Synthesis using ControlNet—0
SphereUFormer: A U-Shaped Transformer for Spherical 360 Perception—0
MSCrackMamba: Leveraging Vision Mamba for Crack Detection in Fused Multispectral Imagery—0
Dilated Balanced Cross Entropy Loss for Medical Image Segmentation—0
CSG: A Context-Semantic Guided Diffusion Approach in De Novo Musculoskeletal Ultrasound Image Generation—0
Efficient Semantic Splatting for Remote Sensing Multi-view Segmentation—0
From Deterministic to Probabilistic: A Novel Perspective on Domain Generalization for Medical Image Segmentation—0
RefSAM3D: Adapting SAM with Cross-modal Reference for 3D Medical Image Segmentation—0
Integrating YOLO11 and Convolution Block Attention Module for Multi-Season Segmentation of Tree Trunks and Branches in Commercial Apple Orchards—0
UNet++ and LSTM combined approach for Breast Ultrasound Image Segmentation—0
Unsupervised Segmentation by Diffusing, Walking and Cutting—0
Video Decomposition Prior: A Methodology to Decompose Videos into Layers—0
FogROS2-FT: Fault Tolerant Cloud Robotics—0
Generative Model-Based Fusion for Improved Few-Shot Semantic Segmentation of Infrared Images—0
Osteoporosis Prediction from Hand X-ray Images Using Segmentation-for-Classification and Self-Supervised Learning—0
Quantifying the Limits of Segmentation Foundation Models: Modeling Challenges in Segmenting Tree-Like and Low-Contrast ObjectsCode0
Using Diffusion Priors for Video Amodal Segmentation—0
Customize Segment Anything Model for Multi-Modal Semantic Segmentation with Mixture of LoRA Experts—0
A Hitchhiker's Guide to Understanding Performances of Two-Class Classifiers—0
Text Change Detection in Multilingual Documents Using Image Comparison—0
Assessing and Learning Alignment of Unimodal Vision and Language Models—0
Towards Real-Time Open-Vocabulary Video Instance SegmentationCode0
Exploring Fully Convolutional Networks for the Segmentation of Hyperspectral Imaging Applied to Advanced Driver Assistance Systems—0
LL-ICM: Image Compression for Low-level Machine Vision via Large Vision-Language Model—0
Structure-Aware Stylized Image Synthesis for Robust Medical Image SegmentationCode0
Biologically-inspired Semi-supervised Semantic Segmentation for Biomedical ImagingCode0
Designing DNNs for a trade-off between robustness and processing performance in embedded devices—0
Benchmarking Pretrained Attention-based Models for Real-Time Recognition in Robot-Assisted Esophagectomy—0
Is Foreground Prototype Sufficient? Few-Shot Medical Image Segmentation with Background-Fused Prototype—0
Task-driven Image Fusion with Learnable Fusion Loss—0
Assessing the performance of CT image denoisers using Laguerre-Gauss Channelized Hotelling Observer for lesion detection—0
GraPix: Exploring Graph Modularity Optimization for Unsupervised Pixel ClusteringCode0
Evaluating Single Event Upsets in Deep Neural Networks for Semantic Segmentation: an embedded system perspectiveCode0
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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