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Semantic Segmentation

Papers

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Showing 976–1000 of 14763 papers

TitleStatusHype
Surface-SOS: Self-Supervised Object Segmentation via Neural Surface RepresentationCode0
Few-shot Structure-Informed Machinery Part Segmentation with Foundation Models and Graph Neural NetworksCode1
HSPFormer: Hierarchical Spatial Perception Transformer for Semantic SegmentationCode1
The Devil is in the Details: Simple Remedies for Image-to-LiDAR Representation Learning—0
Shape-Based Single Object Classification Using Ensemble Method Classifiers—0
Scaling up self-supervised learning for improved surgical foundation modelsCode2
Image Segmentation with transformers: An Overview, Challenges and Future—0
UNIR-Net: A Novel Approach for Restoring Underwater Images with Non-Uniform Illumination Using Synthetic DataCode0
Bayesian Multifractal Image Segmentation—0
Pseudolabel guided pixels contrast for domain adaptive semantic segmentationCode0
Densely Connected Parameter-Efficient Tuning for Referring Image SegmentationCode2
Few-Shot Adaptation of Training-Free Foundation Model for 3D Medical Image Segmentation—0
Deep Distance Map Regression Network with Shape-aware Loss for Imbalanced Medical Image Segmentation—0
FLAVARS: A Multimodal Foundational Language and Vision Alignment Model for Remote Sensing—0
RWKV-UNet: Improving UNet with Long-Range Cooperation for Effective Medical Image SegmentationCode2
Learning Motion and Temporal Cues for Unsupervised Video Object SegmentationCode1
A Critical Synthesis of Uncertainty Quantification and Foundation Models in Monocular Depth Estimation—0
AI Driven Water Segmentation with deep learning models for Enhanced Flood MonitoringCode0
Threshold Attention Network for Semantic Segmentation of Remote Sensing Images—0
Balance Divergence for Knowledge Distillation—0
Advancing Semantic Future Prediction through Multimodal Visual Sequence TransformersCode1
SmartEraser: Remove Anything from Images using Masked-Region Guidance—0
Toward Realistic Camouflaged Object Detection: Benchmarks and MethodCode1
FedSemiDG: Domain Generalized Federated Semi-supervised Medical Image Segmentation—0
Kolmogorov-Arnold Network for Remote Sensing Image Semantic Segmentation—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