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Semantic Segmentation

Papers

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Showing 3251–3275 of 14763 papers

TitleStatusHype
PrPSeg: Universal Proposition Learning for Panoramic Renal Pathology Segmentation—0
PEM: Prototype-based Efficient MaskFormer for Image SegmentationCode2
Spatial Coherence Loss: All Objects Matter in Salient and Camouflaged Object Detection—0
Separate and Conquer: Decoupling Co-occurrence via Decomposition and Representation for Weakly Supervised Semantic SegmentationCode2
PRCL: Probabilistic Representation Contrastive Learning for Semi-Supervised Semantic Segmentation—0
A Modular System for Enhanced Robustness of Multimedia Understanding Networks via Deep Parametric EstimationCode0
Spannotation: Enhancing Semantic Segmentation for Autonomous Navigation with Efficient Image AnnotationCode0
Multi-Scale Denoising in the Feature Space for Low-Light Instance Segmentation—0
Self-Supervised Learning with Generative Adversarial Networks for Electron Microscopy—0
Enhancing Roadway Safety: LiDAR-based Tree Clearance Analysis—0
Vision Transformers with Natural Language Semantics—0
Weakly Supervised Co-training with Swapping Assignments for Semantic SegmentationCode1
A Vanilla Multi-Task Framework for Dense Visual Prediction Solution to 1st VCL Challenge -- Multi-Task Robustness Track—0
Few-shot adaptation for morphology-independent cell instance segmentation—0
FedLPPA: Learning Personalized Prompt and Aggregation for Federated Weakly-supervised Medical Image SegmentationCode1
AVS-Net: Point Sampling with Adaptive Voxel Size for 3D Scene UnderstandingCode0
A Large-scale Evaluation of Pretraining Paradigms for the Detection of Defects in Electroluminescence Solar Cell Images—0
Mitigating Distributional Shift in Semantic Segmentation via Uncertainty Estimation from Unlabelled Data—0
Scribble Hides Class: Promoting Scribble-Based Weakly-Supervised Semantic Segmentation with Its Class LabelCode1
Masked Gamma-SSL: Learning Uncertainty Estimation via Masked Image Modeling—0
UN-SAM: Universal Prompt-Free Segmentation for Generalized Nuclei ImagesCode2
ConSept: Continual Semantic Segmentation via Adapter-based Vision TransformerCode0
Outline-Guided Object Inpainting with Diffusion Models—0
SPINEPS -- Automatic Whole Spine Segmentation of T2-weighted MR images using a Two-Phase Approach to Multi-class Semantic and Instance SegmentationCode2
Efficient 3D affinely equivariant CNNs with adaptive fusion of augmented spherical Fourier-Bessel basesCode0
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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
4InternImage-HValidation mIoU62.9—Unverified
5M3I Pre-training (InternImage-H)Validation 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