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

Showing 801850 of 2262 papers

TitleStatusHype
HCFormer: Unified Image Segmentation with Hierarchical ClusteringCode1
FsaNet: Frequency Self-attention for Semantic SegmentationCode1
Clustering Plotted Data by Image SegmentationCode1
Open-Vocabulary Universal Image Segmentation with MaskCLIPCode1
Auto-Panoptic: Cooperative Multi-Component Architecture Search for Panoptic SegmentationCode1
GPViT: A High Resolution Non-Hierarchical Vision Transformer with Group PropagationCode1
Hard Negative Mixing for Contrastive LearningCode1
Robust Instance Segmentation through Reasoning about Multi-Object OcclusionCode1
GAInS: Gradient Anomaly-aware Biomedical Instance SegmentationCode1
Instance Semantic Segmentation Benefits from Generative Adversarial NetworksCode1
Path-SAM2: Transfer SAM2 for digital pathology semantic segmentationCode1
GaPro: Box-Supervised 3D Point Cloud Instance Segmentation Using Gaussian Processes as Pseudo LabelersCode1
P2T: Pyramid Pooling Transformer for Scene UnderstandingCode1
Seesaw Loss for Long-Tailed Instance SegmentationCode1
SGIFormer: Semantic-guided and Geometric-enhanced Interleaving Transformer for 3D Instance SegmentationCode1
Superpixel-based Refinement for Object Proposal GenerationCode1
DARCNN: Domain Adaptive Region-based Convolutional Neural Network forUnsupervised Instance Segmentation in Biomedical ImagesCode0
DARCNN: Domain Adaptive Region-based Convolutional Neural Network for Unsupervised Instance Segmentation in Biomedical ImagesCode0
Is Heuristic Sampling Necessary in Training Deep Object Detectors?Code0
Union-over-Intersections: Object Detection beyond Winner-Takes-AllCode0
DAN-NucNet: A dual attention based framework for nuclei segmentation in cancer histology images under wild clinical conditionsCode0
Road Damage Detection And Classification In Smartphone Captured Images Using Mask R-CNNCode0
A Benchmark of Long-tailed Instance Segmentation with Noisy LabelsCode0
CyclePose -- Leveraging Cycle-Consistency for Annotation-Free Nuclei Segmentation in Fluorescence MicroscopyCode0
Cut-and-Splat: Leveraging Gaussian Splatting for Synthetic Data GenerationCode0
Rethinking Normalization and Elimination Singularity in Neural NetworksCode0
CSA-Net: Channel-wise Spatially Autocorrelated Attention NetworksCode0
Recursively Refined R-CNN: Instance Segmentation with Self-RoI RebalancingCode0
Automated crater shape retrieval using weakly-supervised deep learningCode0
Recurrent Pixel Embedding for Instance GroupingCode0
Robot Instance Segmentation with Few Annotations for GraspingCode0
Automated Behavioral Analysis Using Instance SegmentationCode0
Real-time instance segmentation with polygons using an Intersection-over-Union lossCode0
AutoKary2022: A Large-Scale Densely Annotated Dataset for Chromosome Instance SegmentationCode0
Count- and Similarity-aware R-CNN for Pedestrian DetectionCode0
Recovering the Imperfect: Cell Segmentation in the Presence of Dynamically Localized ProteinsCode0
RDSNet: A New Deep Architecture for Reciprocal Object Detection and Instance SegmentationCode0
RDCNet: Instance segmentation with a minimalist recurrent residual networkCode0
Rain Removal in Traffic Surveillance: Does it Matter?Code0
ConvNeXtv2 Fusion with Mask R-CNN for Automatic Region Based Coronary Artery Stenosis Detection for Disease DiagnosisCode0
Rapid Automated Mapping of Clouds on Titan With Instance SegmentationCode0
A Unified Query-based Paradigm for Camouflaged Instance SegmentationCode0
Pyramid Mask Text DetectorCode0
PyPotteryLens: An Open-Source Deep Learning Framework for Automated Digitisation of Archaeological Pottery DocumentationCode0
PWISeg: Point-based Weakly-supervised Instance Segmentation for Surgical InstrumentsCode0
JSNet: Joint Instance and Semantic Segmentation of 3D Point CloudsCode0
Prohibited Items Segmentation via Occlusion-aware Bilayer ModelingCode0
Attentive NormalizationCode0
Affinity Derivation and Graph Merge for Instance SegmentationCode0
Prompting Vision-Language Model for Nuclei Instance Segmentation and ClassificationCode0
Show:102550
← PrevPage 17 of 46Next →

Benchmark Results

#ModelMetricClaimedVerifiedStatus
1InternImage-HAP5080.8Unverified
2ResNeSt-200 (multi-scale)AP5070.2Unverified
3CenterMask + VoVNetV2-99 (multi-scale)AP5066.2Unverified
4CenterMask + VoVNetV2-57 (single-scale)AP5060.8Unverified
5Co-DETRmask AP57.1Unverified
6CBNetV2 (EVA02, single-scale)mask AP56.1Unverified
7ISDA (ResNet-50)APL55.7Unverified
8EVAmask AP55.5Unverified
9FD-SwinV2-Gmask AP55.4Unverified
10Mask Frozen-DETRmask AP55.3Unverified
#ModelMetricClaimedVerifiedStatus
1InternImage-BGFLOPs501Unverified
2Co-DETRmask AP56.6Unverified
3ViT-CoMer-L (Mask RCNN, DINOv2)mask AP55.9Unverified
4InternImage-Hmask AP55.4Unverified
5EVAmask AP55Unverified
6Mask Frozen-DETRmask AP54.9Unverified
7MasK DINO (SwinL, multi-scale)mask AP54.5Unverified
8ViT-Adapter-L (HTC++, BEiTv2, O365, multi-scale)mask AP54.2Unverified
9GLEE-Promask AP54.2Unverified
10SwinV2-G (HTC++)mask AP53.7Unverified