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 19011950 of 2262 papers

TitleStatusHype
BlendMask: Top-Down Meets Bottom-Up for Instance SegmentationCode1
Towards Accurate Post-training Network Quantization via Bit-Split and StitchingCode1
Multi-lane Detection Using Instance Segmentation and Attentive Voting0
Integration of Regularized l1 Tracking and Instance Segmentation for Video Object Tracking0
The Semantic Mutex Watershed for Efficient Bottom-Up Semantic Instance Segmentation0
Computation Reallocation for Object Detection0
JSNet: Joint Instance and Semantic Segmentation of 3D Point CloudsCode0
Learning a Spatio-Temporal Embedding for Video Instance SegmentationCode0
Instance-wise Depth and Motion Learning from Monocular VideosCode1
PointRend: Image Segmentation as RenderingCode1
Indiscapes: Instance Segmentation Networks for Layout Parsing of Historical Indic ManuscriptsCode0
Towards Partial Supervision for Generic Object Counting in Natural ScenesCode0
Local Context Normalization: Revisiting Local NormalizationCode0
RDSNet: A New Deep Architecture for Reciprocal Object Detection and Instance SegmentationCode0
UNet++: Redesigning Skip Connections to Exploit Multiscale Features in Image SegmentationCode1
HistoNet: Predicting size histograms of object instancesCode0
SOLO: Segmenting Objects by LocationsCode1
Classifying, Segmenting, and Tracking Object Instances in Video with Mask Propagation0
Learning to Optimally Segment Point Clouds0
A Feasible Framework for Arbitrary-Shaped Scene Text RecognitionCode0
SpineNet: Learning Scale-Permuted Backbone for Recognition and LocalizationCode0
Self-supervised Object Motion and Depth Estimation from Video0
Large-scale 6D Object Pose Estimation Dataset for Industrial Bin-PickingCode1
PolyTransform: Deep Polygon Transformer for Instance SegmentationCode0
EmbedMask: Embedding Coupling for One-stage Instance SegmentationCode0
Learning Multi-Object Tracking and Segmentation from Automatic Annotations0
YOLACT++: Better Real-time Instance SegmentationCode0
Automatic Video Object Segmentation via Motion-Appearance-Stream Fusion and Instance-aware Segmentation0
SAIS: Single-stage Anchor-free Instance Segmentation0
Weakly Supervised Instance Segmentation using the Bounding Box Tightness PriorCode0
Point Cloud Instance Segmentation using Probabilistic Embeddings0
Weakly Supervised Cell Instance Segmentation by Propagating from Detection ResponseCode1
Fruit Detection, Segmentation and 3D Visualisation of Environments in Apple Orchards0
PanDA: Panoptic Data Augmentation0
Deeply Shape-guided Cascade for Instance SegmentationCode0
Panoptic-DeepLab: A Simple, Strong, and Fast Baseline for Bottom-Up Panoptic SegmentationCode0
Rethinking Normalization and Elimination Singularity in Neural NetworksCode0
All You Need Is Boundary: Toward Arbitrary-Shaped Text Spotting0
Object-Guided Instance Segmentation for Biological Images0
SOGNet: Scene Overlap Graph Network for Panoptic SegmentationCode0
Oriented Boxes for Accurate Instance Segmentation0
Enhancing Generic Segmentation with Learned Region RepresentationsCode0
CenterMask : Real-Time Anchor-Free Instance SegmentationCode1
SimVODIS: Simultaneous Visual Odometry, Object Detection, and Instance SegmentationCode0
Equalization Loss for Large Vocabulary Instance Segmentation0
Recurrent Instance Segmentation using Sequences of Referring Expressions0
PPR-Net:Point-wise Pose Regression Network for Instance Segmentation and 6D Pose Estimation in Bin-picking ScenariosCode0
Single-Shot Panoptic Segmentation0
Classification Calibration for Long-tail Instance SegmentationCode1
Towards Good Practices for 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