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 20512100 of 2262 papers

TitleStatusHype
Learning Instance Occlusion for Panoptic SegmentationCode0
Data Augmentation for Object Detection via Progressive and Selective Instance-SwitchingCode0
Learning Shape-Aware Embedding for Scene Text Detection0
Learning Instance Activation Maps for Weakly Supervised Instance Segmentation0
Amodal Instance Segmentation With KINS DatasetCode0
ToothNet: Automatic Tooth Instance Segmentation and Identification From Cone Beam CT Images0
Content-Aware Multi-Level Guidance for Interactive Instance Segmentation0
ZigZagNet: Fusing Top-Down and Bottom-Up Context for Object Segmentation0
Counting and Segmenting Sorghum Heads0
Learning Semantics-aware Distance Map with Semantics Layering Network for Amodal Instance SegmentationCode0
Straight to Shapes++: Real-time Instance Segmentation Made More AccurateCode0
Leveraging Domain Knowledge to Improve Microscopy Image Segmentation with Lifted MulticutsCode0
Spatial Sampling Network for Fast Scene Understanding0
End-to-End Learned Random Walker for Seeded Image SegmentationCode0
U-Net Based Multi-instance Video Object Segmentation0
Vision-based Robotic Grasping From Object Localization, Object Pose Estimation to Grasp Estimation for Parallel Grippers: A ReviewCode0
DARNet: Deep Active Ray Network for Building Segmentation0
Budget-aware Semi-Supervised Semantic and Instance Segmentation0
Budgeted Training: Rethinking Deep Neural Network Training Under Resource ConstraintsCode0
CARAFE: Content-Aware ReAssembly of FEaturesCode0
Agnostic Lane Detection0
Detecting Reflections by Combining Semantic and Instance Segmentation0
RevealNet: Seeing Behind Objects in RGB-D Scans0
Ship Instance Segmentation From Remote Sensing Images Using Sequence Local Context Module0
Single Pixel Reconstruction for One-stage Instance Segmentation0
Instance Segmentation of Biological Images Using Harmonic EmbeddingsCode0
Actor-Critic Instance SegmentationCode0
Instance Segmentation based Semantic Matting for Compositing Applications0
QANet -- Quality Assurance Network for Image Segmentation0
ShapeMask: Learning to Segment Novel Objects by Refining Shape Priors0
3D-BEVIS: Bird's-Eye-View Instance Segmentation0
TensorMask: A Foundation for Dense Object SegmentationCode0
Pyramid Mask Text DetectorCode0
Self-Supervised Learning via Conditional Motion PropagationCode0
Large-scale interactive object segmentation with human annotators0
AdaCoSeg: Adaptive Shape Co-Segmentation with Group Consistency Loss0
Micro-Batch Training with Batch-Channel Normalization and Weight StandardizationCode0
Concatenated Feature Pyramid Network for Instance Segmentation0
BLVD: Building A Large-scale 5D Semantics Benchmark for Autonomous DrivingCode0
Neural Scene Decomposition for Multi-Person Motion CaptureCode0
CIA-Net: Robust Nuclei Instance Segmentation with Contour-aware Information Aggregation0
Weakly Supervised Complementary Parts Models for Fine-Grained Image Classification from the Bottom UpCode0
Object Counting and Instance Segmentation with Image-level SupervisionCode0
PanopticFusion: Online Volumetric Semantic Mapping at the Level of Stuff and Things0
Mask Scoring R-CNNCode0
Associatively Segmenting Instances and Semantics in Point CloudsCode0
Single-Image Piece-wise Planar 3D Reconstruction via Associative EmbeddingCode0
U-NetPlus: A Modified Encoder-Decoder U-Net Architecture for Semantic and Instance Segmentation of Surgical InstrumentCode0
Deep Learning Based Video System for Accurate and Real-Time Parking Measurement0
PointIT: A Fast Tracking Framework Based on 3D Instance Segmentation0
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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