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Semantic Segmentation

Papers

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Showing 4551–4600 of 14763 papers

TitleStatusHype
GraphSeg: Segmented 3D Representations via Graph Edge Addition and ContractionCode0
Multi-encoder nnU-Net outperforms Transformer models with self-supervised pretraining—0
Taylor Series-Inspired Local Structure Fitting Network for Few-shot Point Cloud Semantic SegmentationCode0
Agglomerating Large Vision Encoders via Distillation for VFSS Segmentation—0
APSeg: Auto-Prompt Model with Acquired and Injected Knowledge for Nuclear Instance Segmentation and Classification—0
Semantic segmentation of forest stands using deep learning—0
SelfMedHPM: Self Pre-training With Hard Patches Mining Masked Autoencoders For Medical Image Segmentation—0
Evaluating and Enhancing Segmentation Model Robustness with Metamorphic Testing—0
Beyond Nearest Neighbor Interpolation in Data Augmentation—0
Benchmarking the Spatial Robustness of DNNs via Natural and Adversarial Localized Corruptions—0
Multimodal Point Cloud Semantic Segmentation With Virtual Point Enhancement—0
Semi-Supervised Biomedical Image Segmentation via Diffusion Models and Teacher-Student Co-TrainingCode0
Global Rice Multi-Class Segmentation Dataset (RiceSEG): A Comprehensive and Diverse High-Resolution RGB-Annotated Images for the Development and Benchmarking of Rice Segmentation Algorithms—0
Robust Unsupervised Domain Adaptation for 3D Point Cloud Segmentation Under Source Adversarial Attacks—0
Overlap-Aware Feature Learning for Robust Unsupervised Domain Adaptation for 3D Semantic Segmentation—0
Instance Migration Diffusion for Nuclear Instance Segmentation in Pathology—0
Test-time Adaptation for Foundation Medical Segmentation Model without Parametric Updates—0
ProtoGuard-guided PROPEL: Class-Aware Prototype Enhancement and Progressive Labeling for Incremental 3D Point Cloud Segmentation—0
Balancing Multi-Target Semi-Supervised Medical Image Segmentation with Collaborative Generalist and Specialists—0
RipVIS: Rip Currents Video Instance Segmentation Benchmark for Beach Monitoring and Safety—0
Deconver: A Deconvolutional Network for Medical Image SegmentationCode0
Zero-Shot 4D Lidar Panoptic Segmentation—0
CamoSAM2: Motion-Appearance Induced Auto-Refining Prompts for Video Camouflaged Object Detection—0
FSSUWNet: Mitigating the Fragility of Pre-trained Models with Feature Enhancement for Few-Shot Semantic Segmentation in Underwater ImagesCode0
Adapting Vision Foundation Models for Real-time Ultrasound Image Segmentation—0
Decoupled Distillation to Erase: A General Unlearning Method for Any Class-centric Tasks—0
CrossFormer: Cross-Segment Semantic Fusion for Document Segmentation—0
Self-Supervised Pretraining for Aerial Road Extraction—0
Local Information Matters: Inference Acceleration For Grounded Conversation Generation Models Through Adaptive Local-Aware Token Pruning—0
Semantic Packet Aggregation and Repeated Transmission for Text-to-Image Generation—0
Pre-training with 3D Synthetic Data: Learning 3D Point Cloud Instance Segmentation from 3D Synthetic Scenes—0
WaveFormer: A 3D Transformer with Wavelet-Driven Feature Representation for Efficient Medical Image Segmentation—0
Bridge the Gap Between Visual and Linguistic Comprehension for Generalized Zero-shot Semantic Segmentation—0
Evolutionary Prompt Optimization Discovers Emergent Multimodal Reasoning Strategies in Vision-Language Models—0
Improving underwater semantic segmentation with underwater image quality attention and muti-scale aggregation attentionCode0
ZS-VCOS: Zero-Shot Outperforms Supervised Video Camouflaged Object Segmentation with Zero-Shot MethodCode0
ReferDINO-Plus: 2nd Solution for 4th PVUW MeViS Challenge at CVPR 2025Code0
CADFormer: Fine-Grained Cross-modal Alignment and Decoding Transformer for Referring Remote Sensing Image Segmentation—0
Federated Self-Supervised Learning for One-Shot Cross-Modal and Cross-Imaging Technique Segmentation—0
BoundMatch: Boundary detection applied to semi-supervised segmentation for urban-driving scenes—0
Open-Vocabulary Semantic Segmentation with Uncertainty Alignment for Robotic Scene Understanding in Indoor Building Environments—0
Beyond Background Shift: Rethinking Instance Replay in Continual Semantic SegmentationCode0
Concept-Aware LoRA for Domain-Aligned Segmentation Dataset Generation—0
Enhancing DeepLabV3+ to Fuse Aerial and Satellite Images for Semantic Segmentation—0
Semantic segmentation for building houses from wooden cubes—0
Segment Any Motion in Videos—0
MedCL: Learning Consistent Anatomy Distribution for Scribble-supervised Medical Image SegmentationCode0
Zero-shot Domain Generalization of Foundational Models for 3D Medical Image Segmentation: An Experimental Study—0
KEVS: Enhancing Segmentation of Visceral Adipose Tissue in Pre-Cystectomy CT with Gaussian Kernel Density Estimation—0
A Deep Learning Framework for Boundary-Aware 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
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