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Semantic Segmentation

Papers

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Showing 6001–6050 of 14763 papers

TitleStatusHype
Multi-Task Self-Supervised Learning for Image Segmentation Task—0
Selecting the Best Optimizers for Deep Learning based Medical Image Segmentation—0
Window Size Selection in Unsupervised Time Series Analytics: A Review and BenchmarkCode1
Model Stitching and Visualization How GAN Generators can Invert Networks in Real-Time—0
Semantic Diffusion Network for Semantic Segmentation—0
Variational multichannel multiclass segmentation using unsupervised lifting with CNNs—0
Weakly-Supervised 3D Medical Image Segmentation using Geometric Prior and Contrastive Similarity—0
Knowledge Distillation in Vision Transformers: A Critical Review—0
GDB: Gated convolutions-based Document BinarizationCode1
CosPGD: an efficient white-box adversarial attack for pixel-wise prediction tasksCode1
Rethinking Semi-Supervised Medical Image Segmentation: A Variance-Reduction PerspectiveCode1
LaMPP: Language Models as Probabilistic Priors for Perception and ActionCode1
Leveraging weak complementary labels to improve semantic segmentation of hepatocellular carcinoma and cholangiocarcinoma in H&E-stained slides—0
DilateFormer: Multi-Scale Dilated Transformer for Visual RecognitionCode1
MOSE: A New Dataset for Video Object Segmentation in Complex ScenesCode2
The Learnable Typewriter: A Generative Approach to Text AnalysisCode1
SegForestNet: Spatial-Partitioning-Based Aerial Image SegmentationCode1
Offloading Deep Learning Powered Vision Tasks from UAV to 5G Edge Server with Denoising—0
SAAL: Sharpness-Aware Active LearningCode1
Paced-Curriculum Distillation with Prediction and Label Uncertainty for Image SegmentationCode1
AOP-Net: All-in-One Perception Network for Joint LiDAR-based 3D Object Detection and Panoptic Segmentation—0
Boosting Low-Data Instance Segmentation by Unsupervised Pre-training with Saliency Prompt—0
Fuzzy Superpixel-based Image Segmentation—0
Continual Segment: Towards a Single, Unified and Accessible Continual Segmentation Model of 143 Whole-body Organs in CT Scans—0
Continuous U-Net: Faster, Greater and Noiseless—0
ViewCo: Discovering Text-Supervised Segmentation Masks via Multi-View Semantic ConsistencyCode0
UPop: Unified and Progressive Pruning for Compressing Vision-Language TransformersCode1
Iterative Loop Method Combining Active and Semi-Supervised Learning for Domain Adaptive Semantic SegmentationCode1
Improved distinct bone segmentation in upper-body CT through multi-resolution networksCode0
FractalAD: A simple industrial anomaly detection method using fractal anomaly generation and backbone knowledge distillationCode0
Deep Monocular Hazard Detection for Safe Small Body LandingCode0
CHeart: A Conditional Spatio-Temporal Generative Model for Cardiac AnatomyCode1
ParticleSeg3D: A Scalable Out-of-the-Box Deep Learning Segmentation Solution for Individual Particle Characterization from Micro CT Images in Mineral Processing and RecyclingCode1
Human Vision Based 3D Point Cloud Semantic Segmentation of Large-Scale Outdoor SceneCode1
SeaFormer++: Squeeze-enhanced Axial Transformer for Mobile Visual RecognitionCode2
Consistency Regularisation in Varying Contexts and Feature Perturbations for Semi-Supervised Semantic Segmentation of Histology Images—0
Audio-Visual Segmentation with SemanticsCode2
Supervised and Contrastive Self-Supervised In-Domain Representation Learning for Dense Prediction Problems in Remote Sensing—0
Maximal Cliques on Multi-Frame Proposal Graph for Unsupervised Video Object Segmentation—0
Neural Gas Network Image Features and Segmentation for Brain Tumor Detection Using Magnetic Resonance Imaging DataCode0
Weakly Supervised Image Segmentation Beyond Tight Bounding Box AnnotationsCode0
ProtoSeg: Interpretable Semantic Segmentation with Prototypical PartsCode1
ClusterFuG: Clustering Fully connected Graphs by MulticutCode0
CancerUniT: Towards a Single Unified Model for Effective Detection, Segmentation, and Diagnosis of Eight Major Cancers Using a Large Collection of CT Scans—0
ZegOT: Zero-shot Segmentation Through Optimal Transport of Text PromptsCode1
Dual-View Selective Instance Segmentation Network for Unstained Live Adherent Cells in Differential Interference Contrast Images—0
The Projection-Enhancement Network (PEN)Code0
Semantic Segmentation Enhanced Transformer Model for Human Attention Prediction—0
Vision-Language Models Performing Zero-Shot Tasks Exhibit Gender-based Disparities—0
Cut and Learn for Unsupervised Object Detection and Instance SegmentationCode3
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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