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Semantic Segmentation

Papers

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Showing 4651–4700 of 14763 papers

TitleStatusHype
SAM Meets Robotic Surgery: An Empirical Study on Generalization, Robustness and Adaptation—0
CEmb-SAM: Segment Anything Model with Condition Embedding for Joint Learning from Heterogeneous Datasets—0
How inter-rater variability relates to aleatoric and epistemic uncertainty: a case study with deep learning-based paraspinal muscle segmentation—0
A One Stop 3D Target Reconstruction and multilevel Segmentation MethodCode1
ICPC: Instance-Conditioned Prompting with Contrastive Learning for Semantic Segmentation—0
Deepbet: Fast brain extraction of T1-weighted MRI using Convolutional Neural Networks—0
Large-kernel Attention for Efficient and Robust Brain Lesion SegmentationCode0
A Unified Query-based Paradigm for Camouflaged Instance SegmentationCode0
Isomer: Isomerous Transformer for Zero-shot Video Object SegmentationCode1
LadleNet: A Two-Stage UNet for Infrared Image to Visible Image Translation Guided by Semantic SegmentationCode0
BEV-DG: Cross-Modal Learning under Bird's-Eye View for Domain Generalization of 3D Semantic Segmentation—0
Tiny and Efficient Model for the Edge Detection GeneralizationCode2
Seed Feature Maps-based CNN Models for LEO Satellite Remote Sensing Services—0
SegPrompt: Boosting Open-world Segmentation via Category-level Prompt LearningCode1
Polyp-SAM++: Can A Text Guided SAM Perform Better for Polyp Segmentation?Code1
DatasetDM: Synthesizing Data with Perception Annotations Using Diffusion ModelsCode2
Defensive Perception: Estimation and Monitoring of Neural Network Performance under Deployment—0
CATS v2: Hybrid encoders for robust medical segmentationCode0
R2S100K: Road-Region Segmentation Dataset For Semi-Supervised Autonomous Driving in the Wild—0
Spatial-information Guided Adaptive Context-aware Network for Efficient RGB-D Semantic SegmentationCode0
Physical Adversarial Attacks For Camera-based Smart Systems: Current Trends, Categorization, Applications, Research Challenges, and Future Outlook—0
Semantic-embedded Similarity Prototype for Scene RecognitionCode0
FoodSAM: Any Food SegmentationCode1
Few-shot pixel-precise document layout segmentation via dynamic instance generation and local thresholding—0
Spatial Pathomics Toolkit for Quantitative Analysis of Podocyte Nuclei with Histology and Spatial Transcriptomics Data in Renal PathologyCode0
SegDA: Maximum Separable Segment Mask with Pseudo Labels for Domain Adaptive Semantic Segmentation—0
Masked Diffusion as Self-supervised Representation LearnerCode1
Pseudo-label Alignment for Semi-supervised Instance SegmentationCode1
From CNN to Transformer: A Review of Medical Image Segmentation Models—0
Fine-grained building roof instance segmentation based on domain adapted pretraining and composite dual-backbone—0
Look at the Neighbor: Distortion-aware Unsupervised Domain Adaptation for Panoramic Semantic Segmentation—0
Adaptive Low Rank Adaptation of Segment Anything to Salient Object DetectionCode0
Deep Semantic Graph Matching for Large-scale Outdoor Point Clouds Registration—0
Category Feature Transformer for Semantic SegmentationCode0
Leverage Weakly Annotation to Pixel-wise Annotation via Zero-shot Segment Anything Model for Molecular-empowered Learning—0
Instance segmentation based 6D pose estimation of industrial objects using point clouds for robotic bin-picking—0
A Unified Interactive Model Evaluation for Classification, Object Detection, and Instance Segmentation in Computer Vision—0
Deep Learning for Morphological Identification of Extended Radio Galaxies using Weak LabelsCode0
SegMatch: A semi-supervised learning method for surgical instrument segmentation—0
MixReorg: Cross-Modal Mixed Patch Reorganization is a Good Mask Learner for Open-World Semantic Segmentation—0
Prototypical Kernel Learning and Open-set Foreground Perception for Generalized Few-shot Semantic Segmentation—0
Scene-Generalizable Interactive Segmentation of Radiance Fields—0
Geometric Learning-Based Transformer Network for Estimation of Segmentation Errors—0
Branches Mutual Promotion for End-to-End Weakly Supervised Semantic Segmentation—0
Continual Road-Scene Semantic Segmentation via Feature-Aligned Symmetric Multi-Modal Network—0
Semi-Supervised Semantic Segmentation of Cell Nuclei via Diffusion-based Large-Scale Pre-Training and Collaborative Learning—0
Unsupervised Camouflaged Object Segmentation as Domain AdaptationCode1
PAIF: Perception-Aware Infrared-Visible Image Fusion for Attack-Tolerant Semantic SegmentationCode1
Learning Unbiased Image Segmentation: A Case Study with Plain Knee Radiographs—0
All-pairs Consistency Learning for Weakly Supervised Semantic SegmentationCode0
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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