SOTAVerified

Instance Segmentation

Instance Segmentation is a computer vision task that involves identifying and separating individual objects within an image, including detecting the boundaries of each object and assigning a unique label to each object. The goal of instance segmentation is to produce a pixel-wise segmentation map of the image, where each pixel is assigned to a specific object instance.

Image Credit: Deep Occlusion-Aware Instance Segmentation with Overlapping BiLayers, CVPR'21

Papers

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Showing 951–1000 of 2262 papers

TitleStatusHype
A2VIS: Amodal-Aware Approach to Video Instance Segmentation—0
Holistic Understanding of 3D Scenes as Universal Scene Description—0
3DSceneEditor: Controllable 3D Scene Editing with Gaussian Splatting—0
LDA-AQU: Adaptive Query-guided Upsampling via Local Deformable AttentionCode0
InstanceGaussian: Appearance-Semantic Joint Gaussian Representation for 3D Instance-Level Perception—0
A Bilayer Segmentation-Recombination Network for Accurate Segmentation of Overlapping C. elegans—0
Self-supervised Video Instance Segmentation Can Boost Geographic Entity Alignment in Historical Maps—0
CutS3D: Cutting Semantics in 3D for 2D Unsupervised Instance Segmentation—0
Any3DIS: Class-Agnostic 3D Instance Segmentation by 2D Mask Tracking—0
AnySynth: Harnessing the Power of Image Synthetic Data Generation for Generalized Vision-Language Tasks—0
CompetitorFormer: Competitor Transformer for 3D Instance Segmentation—0
Entropy Bootstrapping for Weakly Supervised Nuclei Detection—0
DIS-Mine: Instance Segmentation for Disaster-Awareness in Poor-Light Condition in Underground Mines—0
Zero-Shot Automatic Annotation and Instance Segmentation using LLM-Generated Datasets: Eliminating Field Imaging and Manual Annotation for Deep Learning Model Development—0
Heuristical Comparison of Vision Transformers Against Convolutional Neural Networks for Semantic Segmentation on Remote Sensing ImageryCode0
UIFormer: A Unified Transformer-based Framework for Incremental Few-Shot Object Detection and Instance Segmentation—0
Horticultural Temporal Fruit Monitoring via 3D Instance Segmentation and Re-Identification using Point CloudsCode0
Data-Centric Learning Framework for Real-Time Detection of Aiming Beam in Fluorescence Lifetime Imaging Guided Surgery—0
SA3DIP: Segment Any 3D Instance with Potential 3D PriorsCode0
MSTA3D: Multi-scale Twin-attention for 3D Instance Segmentation—0
Tree level change detection over Ahmedabad city using very high resolution satellite images and Deep Learning—0
MV-Adapter: Enhancing Underwater Instance Segmentation via Adaptive Channel Attention—0
Comparing YOLOv11 and YOLOv8 for instance segmentation of occluded and non-occluded immature green fruits in complex orchard environment—0
Every Component Counts: Rethinking the Measure of Success for Medical Semantic Segmentation in Multi-Instance Segmentation Tasks—0
YOLOv11: An Overview of the Key Architectural EnhancementsCode0
NucleiMix: Realistic Data Augmentation for Nuclei Instance Segmentation—0
EPContrast: Effective Point-level Contrastive Learning for Large-scale Point Cloud Understanding—0
PlaneSAM: Multimodal Plane Instance Segmentation Using the Segment Anything Model—0
Integrated Image-Text Based on Semi-supervised Learning for Small Sample Instance Segmentation—0
Improving 3D Medical Image Segmentation at Boundary Regions using Local Self-attention and Global Volume MixingCode0
Impact of imperfect annotations on CNN training and performance for instance segmentation and classification in digital pathology—0
Attention-Guided Residual U-Net with SE Connection and ASPP for Watershed-Based Cell Segmentation in Microscopy ImagesCode0
SDI-Paste: Synthetic Dynamic Instance Copy-Paste for Video Instance Segmentation—0
Fractal Calibration for long-tailed object detectionCode0
Segmenting objects with Bayesian fusion of active contour models and convnet priors—0
Training-Free Open-Ended Object Detection and Segmentation via Attention as Prompts—0
Real-time Ship Recognition and Georeferencing for the Improvement of Maritime Situational Awareness—0
ProtoSeg: A Prototype-Based Point Cloud Instance Segmentation Method—0
SynCo: Synthetic Hard Negatives in Contrastive Learning for Better Unsupervised Visual RepresentationsCode0
Polyp-SES: Automatic Polyp Segmentation with Self-Enriched Semantic ModelCode0
Optimizing Drug Delivery in Smart Pharmacies: A Novel Framework of Multi-Stage Grasping Network Combined with Adaptive Robotics Mechanism—0
Search3D: Hierarchical Open-Vocabulary 3D Segmentation—0
ProMerge: Prompt and Merge for Unsupervised Instance Segmentation—0
Efficient Microscopic Image Instance Segmentation for Food Crystal Quality Control—0
Amodal Instance Segmentation with Diffusion Shape Prior Estimation—0
Instance Segmentation of Reinforced Concrete Bridges with Synthetic Point Clouds—0
Adapting Segment Anything Model for Unseen Object Instance Segmentation—0
SOS: Segment Object System for Open-World Instance Segmentation With Object Priors—0
Foundation Models for Amodal Video Instance Segmentation in Automated DrivingCode0
Applications of Knowledge Distillation in Remote Sensing: A Survey—0
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All datasetsCOCO test-devCOCO minivalLVIS v1.0 valCityscapes valADE20K valARMBenchOccluded COCOOoDISSeparated COCOTBBRBDD100K valCOCO val (panoptic labels)

Benchmark Results

#ModelMetricClaimedVerifiedStatus
1InternImage-HAP5080.8—Unverified
2ResNeSt-200 (multi-scale)AP5070.2—Unverified
3CenterMask + VoVNetV2-99 (multi-scale)AP5066.2—Unverified
4CenterMask + VoVNetV2-57 (single-scale)AP5060.8—Unverified
5Co-DETRmask AP57.1—Unverified
6CBNetV2 (EVA02, single-scale)mask AP56.1—Unverified
7ISDA (ResNet-50)APL55.7—Unverified
8EVAmask AP55.5—Unverified
9FD-SwinV2-Gmask AP55.4—Unverified
10Mask Frozen-DETRmask AP55.3—Unverified
#ModelMetricClaimedVerifiedStatus
1InternImage-BGFLOPs501—Unverified
2Co-DETRmask AP56.6—Unverified
3ViT-CoMer-L (Mask RCNN, DINOv2)mask AP55.9—Unverified
4InternImage-Hmask AP55.4—Unverified
5EVAmask AP55—Unverified
6Mask Frozen-DETRmask AP54.9—Unverified
7MasK DINO (SwinL, multi-scale)mask AP54.5—Unverified
8ViT-Adapter-L (HTC++, BEiTv2, O365, multi-scale)mask AP54.2—Unverified
9GLEE-Promask AP54.2—Unverified
10SwinV2-G (HTC++)mask AP53.7—Unverified