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Semantic Segmentation

Papers

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Showing 2701–2750 of 14763 papers

TitleStatusHype
In The Wild Ellipse Parameter Estimation for Circular Dining Plates and Bowls—0
Explainable Convolutional Neural Networks for Retinal Fundus Classification and Cutting-Edge Segmentation Models for Retinal Blood Vessels from Fundus ImagesCode1
PotatoGANs: Utilizing Generative Adversarial Networks, Instance Segmentation, and Explainable AI for Enhanced Potato Disease Identification and ClassificationCode0
Zero Shot Context-Based Object Segmentation using SLIP (SAM+CLIP)Code1
Building a Strong Pre-Training Baseline for Universal 3D Large-Scale PerceptionCode1
DeVOS: Flow-Guided Deformable Transformer for Video Object Segmentation—0
Global Motion Understanding in Large-Scale Video Object Segmentation—0
EMCAD: Efficient Multi-scale Convolutional Attention Decoding for Medical Image SegmentationCode3
ADLDA: A Method to Reduce the Harm of Data Distribution Shift in Data Augmentation—0
Prior-guided Diffusion Model for Cell Segmentation in Quantitative Phase Imaging—0
Zero-shot Degree of Ill-posedness Estimation for Active Small Object Change Detection—0
VLSM-Adapter: Finetuning Vision-Language Segmentation Efficiently with Lightweight BlocksCode1
GreedyViG: Dynamic Axial Graph Construction for Efficient Vision GNNsCode2
PCLMix: Weakly Supervised Medical Image Segmentation via Pixel-Level Contrastive Learning and Dynamic Mix AugmentationCode0
Modality-agnostic Domain Generalizable Medical Image Segmentation by Multi-Frequency in Multi-Scale AttentionCode2
SSA-Seg: Semantic and Spatial Adaptive Pixel-level Classifier for Semantic SegmentationCode1
Multi-Target Unsupervised Domain Adaptation for Semantic Segmentation without External DataCode0
Context-Guided Spatial Feature Reconstruction for Efficient Semantic SegmentationCode2
Enhancing Weakly Supervised Semantic Segmentation with Multi-modal Foundation Models: An End-to-End Approach—0
Multi-level Personalized Federated Learning on Heterogeneous and Long-Tailed Data—0
UnSegGNet: Unsupervised Image Segmentation using Graph Neural NetworksCode0
Mask-TS Net: Mask Temperature Scaling Uncertainty Calibration for Polyp Segmentation—0
CSA-Net: Channel-wise Spatially Autocorrelated Attention NetworksCode0
DynaSeg: A Deep Dynamic Fusion Method for Unsupervised Image Segmentation Incorporating Feature Similarity and Spatial ContinuityCode0
Enhancing surgical instrument segmentation: integrating vision transformer insights with adapterCode1
Weakly-supervised Semantic Segmentation via Dual-stream Contrastive Learning of Cross-image Contextual Information—0
HC-Mamba: Vision MAMBA with Hybrid Convolutional Techniques for Medical Image Segmentation—0
DeepDamageNet: A two-step deep-learning model for multi-disaster building damage segmentation and classification using satellite imagery—0
OpenESS: Event-based Semantic Scene Understanding with Open VocabulariesCode2
Multi-Modal Data-Efficient 3D Scene Understanding for Autonomous DrivingCode3
FRACTAL: An Ultra-Large-Scale Aerial Lidar Dataset for 3D Semantic Segmentation of Diverse LandscapesCode3
AugmenTory: A Fast and Flexible Polygon Augmentation LibraryCode1
A Self-Supervised Method for Body Part Segmentation and Keypoint Detection of Rat Images—0
Space-time Reinforcement Network for Video Object Segmentation—0
ELiTe: Efficient Image-to-LiDAR Knowledge Transfer for Semantic Segmentation—0
A New Dataset and Comparative Study for Aphid Cluster Detection and Segmentation in Sorghum Fields—0
Data-driven approaches for electrical impedance tomography image segmentation from partial boundary dataCode0
Implantable Adaptive Cells: differentiable architecture search to improve the performance of any trained U-shaped networkCode0
PTQ4SAM: Post-Training Quantization for Segment AnythingCode2
On Enhancing Brain Tumor Segmentation Across Diverse Populations with Convolutional Neural NetworksCode0
SalFAU-Net: Saliency Fusion Attention U-Net for Salient Object Detection—0
MMEarth: Exploring Multi-Modal Pretext Tasks For Geospatial Representation LearningCode2
Few-Shot Fruit Segmentation via Transfer LearningCode0
Fair Risk Control: A Generalized Framework for Calibrating Multi-group Fairness Risks—0
Towards general deep-learning-based tree instance segmentation models—0
TinySeg: Model Optimizing Framework for Image Segmentation on Tiny Embedded SystemsCode0
DiffMap: Enhancing Map Segmentation with Map Prior Using Diffusion Model—0
Active Learning Enabled Low-cost Cell Image Segmentation Using Bounding Box Annotation—0
Automated Virtual Product Placement and Assessment in Images using Diffusion Models—0
Image segmentation of treated and untreated tumor spheroids by Fully Convolutional Networks—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