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Semantic Segmentation

Papers

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Showing 2051–2100 of 14763 papers

TitleStatusHype
Robust Approximate Characterization of Single-Cell Heterogeneity in Microbial GrowthCode0
Embodied Uncertainty-Aware Object Segmentation—0
SAM 2 in Robotic Surgery: An Empirical Evaluation for Robustness and Generalization in Surgical Video Segmentation—0
What could go wrong? Discovering and describing failure modes in computer vision—0
Quantifying the Impact of Population Shift Across Age and Sex for Abdominal Organ Segmentation—0
SAM2-Adapter: Evaluating & Adapting Segment Anything 2 in Downstream Tasks: Camouflage, Shadow, Medical Image Segmentation, and MoreCode5
Is SAM 2 Better than SAM in Medical Image Segmentation?—0
SegXAL: Explainable Active Learning for Semantic Segmentation in Driving Scene Scenarios—0
Performance and Non-adversarial Robustness of the Segment Anything Model 2 in Surgical Video Segmentation—0
Fast Sprite Decomposition from Animated Graphics—0
Distillation Learning Guided by Image Reconstruction for One-Shot Medical Image SegmentationCode0
How Well Can Vision Language Models See Image Details?—0
Path-SAM2: Transfer SAM2 for digital pathology semantic segmentationCode1
CAS-ViT: Convolutional Additive Self-attention Vision Transformers for Efficient Mobile ApplicationsCode2
Biomedical Image Segmentation: A Systematic Literature Review of Deep Learning Based Object Detection Methods—0
Post-Mortem Human Iris Segmentation Analysis with Deep Learning—0
Biomedical SAM 2: Segment Anything in Biomedical Images and VideosCode0
Comb, Prune, Distill: Towards Unified Pruning for Vision Model CompressionCode0
Evaluation of Segment Anything Model 2: The Role of SAM2 in the Underwater EnvironmentCode1
DaCapo: a modular deep learning framework for scalable 3D image segmentationCode2
Segmentation Style Discovery: Application to Skin Lesion ImagesCode0
Dimensionality Reduction and Nearest Neighbors for Improving Out-of-Distribution Detection in Medical Image SegmentationCode0
Interactive 3D Medical Image Segmentation with SAM 2Code1
Cross Pseudo Supervision Framework for Sparsely Labelled Geospatial Images—0
Perception Matters: Enhancing Embodied AI with Uncertainty-Aware Semantic Segmentation—0
Cross-Domain Semantic Segmentation on Inconsistent Taxonomy using VLMsCode0
A Two-Stage Progressive Pre-training using Multi-Modal Contrastive Masked Autoencoders—0
View-consistent Object Removal in Radiance Fields—0
PanicleNeRF: low-cost, high-precision in-field phenotypingof rice panicles with smartphone—0
Pixel-Level Domain Adaptation: A New Perspective for Enhancing Weakly Supervised Semantic SegmentationCode0
Challenge Summary U-MedSAM: Uncertainty-aware MedSAM for Medical Image Segmentation—0
MedUHIP: Towards Human-In-the-Loop Medical Segmentation—0
NuLite -- Lightweight and Fast Model for Nuclei Instance Segmentation and ClassificationCode1
LAM3D: Leveraging Attention for Monocular 3D Object Detection—0
Bayesian Active Learning for Semantic Segmentation—0
A Comparative Analysis of CNN-based Deep Learning Models for Landslide Detection—0
Music2P: A Multi-Modal AI-Driven Tool for Simplifying Album Cover DesignCode0
Leveraging GNSS and Onboard Visual Data from Consumer Vehicles for Robust Road Network Estimation—0
SHARP-Net: A Refined Pyramid Network for Deficiency Segmentation in Culverts and Sewer Pipes—0
Multi-Unit Floor Plan Recognition and Reconstruction Using Improved Semantic Segmentation of Raster-Wise Floor Plans—0
Balanced Residual Distillation Learning for 3D Point Cloud Class-Incremental Semantic Segmentation—0
StitchFusion: Weaving Any Visual Modalities to Enhance Multimodal Semantic SegmentationCode2
A Robotics-Inspired Scanpath Model Reveals the Importance of Uncertainty and Semantic Object Cues for Gaze Guidance in Dynamic ScenesCode0
Amodal Segmentation for Laparoscopic Surgery Video Instruments—0
Boosting Gaze Object Prediction via Pixel-level Supervision from Vision Foundation ModelCode0
Visible-Thermal Multiple Object Tracking: Large-scale Video Dataset and Progressive Fusion ApproachCode2
Extracting Object Heights From LiDAR & Aerial Imagery—0
Collaborative Vision-Text Representation Optimizing for Open-Vocabulary SegmentationCode2
SegStitch: Multidimensional Transformer for Robust and Efficient Medical Imaging SegmentationCode0
A Simple Background Augmentation Method for Object Detection with Diffusion Model—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