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 401450 of 2262 papers

TitleStatusHype
Clustering Plotted Data by Image SegmentationCode1
EViT: An Eagle Vision Transformer with Bi-Fovea Self-AttentionCode1
A Deep Learning Approach to Teeth Segmentation and Orientation from Panoramic X-raysCode1
CLUSTSEG: Clustering for Universal SegmentationCode1
Exploring Classification Equilibrium in Long-Tailed Object DetectionCode1
Lightweight Model For The Prediction of COVID-19 Through The Detection And Segmentation of Lesions in Chest CT ScansCode1
Exploring The Role of Mean Teachers in Self-supervised Masked Auto-EncodersCode1
DenseCLIP: Language-Guided Dense Prediction with Context-Aware PromptingCode1
Location-Sensitive Visual Recognition with Cross-IOU LossCode1
Long-tail Detection with Effective Class-MarginsCode1
Coherent Reconstruction of Multiple Humans from a Single ImageCode1
A Structure-Aware Relation Network for Thoracic Diseases Detection and SegmentationCode1
InstanceFormer: An Online Video Instance Segmentation FrameworkCode1
Detection and Segmentation of Custom Objects using High Distraction Photorealistic Synthetic DataCode1
Instance Neural Radiance FieldCode1
Instance Segmentation for Autonomous Log Grasping in Forestry OperationsCode1
Combinatorial Optimization for Panoptic Segmentation: A Fully Differentiable ApproachCode1
A Hierarchical Probabilistic U-Net for Modeling Multi-Scale AmbiguitiesCode1
Deep Semi-supervised Knowledge Distillation for Overlapping Cervical Cell Instance SegmentationCode1
Commonality-Parsing Network across Shape and Appearance for Partially Supervised Instance SegmentationCode1
High-Quality Unknown Object Instance Segmentation via Quadruple Boundary Error RefinementCode1
Faster Mean-shift: GPU-accelerated clustering for cosine embedding-based cell segmentation and trackingCode1
Deep Occlusion-Aware Instance Segmentation with Overlapping BiLayersCode1
Indoor Panorama Planar 3D Reconstruction via Divide and ConquerCode1
Instance As Identity: A Generic Online Paradigm for Video Instance SegmentationCode1
FcaNet: Frequency Channel Attention NetworksCode1
BlockCopy: High-Resolution Video Processing with Block-Sparse Feature Propagation and Online PoliciesCode1
CompFeat: Comprehensive Feature Aggregation for Video Instance SegmentationCode1
Complete Instances Mining for Weakly Supervised Instance SegmentationCode1
BlendMask: Top-Down Meets Bottom-Up for Instance SegmentationCode1
Compositional Human-Scene Interaction Synthesis with Semantic ControlCode1
A Transductive Approach for Video Object SegmentationCode1
A Tri-Layer Plugin to Improve Occluded DetectionCode1
Focal Self-attention for Local-Global Interactions in Vision TransformersCode1
FourierNet: Compact mask representation for instance segmentation using differentiable shape decodersCode1
Conditional Convolutions for Instance SegmentationCode1
Deep-learning in the bioimaging wild: Handling ambiguous data with deepflash2Code1
MutualNet: Adaptive ConvNet via Mutual Learning from Network Width and ResolutionCode1
Deep Learning based Food Instance Segmentation using Synthetic DataCode1
DeepSportradar-v1: Computer Vision Dataset for Sports Understanding with High Quality AnnotationsCode1
Instance Brownian Bridge as Texts for Open-vocabulary Video Instance SegmentationCode1
Conformer: Local Features Coupling Global Representations for Visual RecognitionCode1
Improving the Detection of Small Oriented Objects in Aerial ImagesCode1
Deep High-Resolution Representation Learning for Human Pose EstimationCode1
Container: Context Aggregation NetworkCode1
Container: Context Aggregation NetworksCode1
Improving Video Instance Segmentation via Temporal Pyramid RoutingCode1
Decoupling Classifier for Boosting Few-shot Object Detection and Instance SegmentationCode1
A Close Look at Spatial Modeling: From Attention to ConvolutionCode1
Deep Structured Instance Graph for Distilling Object DetectorsCode1
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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