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
Actor-Critic Instance SegmentationCode0
Weakly Supervised Learning of Instance Segmentation with Inter-pixel RelationsCode1
Instance Segmentation of Biological Images Using Harmonic EmbeddingsCode0
QANet -- Quality Assurance Network for Image Segmentation0
ShapeMask: Learning to Segment Novel Objects by Refining Shape Priors0
YOLACT: Real-time Instance SegmentationCode1
3D-BEVIS: Bird's-Eye-View Instance Segmentation0
Res2Net: A New Multi-scale Backbone ArchitectureCode1
Pyramid Mask Text DetectorCode0
TensorMask: A Foundation for Dense Object SegmentationCode0
Self-Supervised Learning via Conditional Motion PropagationCode0
Large-scale interactive object segmentation with human annotators0
Micro-Batch Training with Batch-Channel Normalization and Weight StandardizationCode0
AdaCoSeg: Adaptive Shape Co-Segmentation with Group Consistency Loss0
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
Deep High-Resolution Representation Learning for Human Pose EstimationCode1
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
Augmentation for small object detectionCode1
PointIT: A Fast Tracking Framework Based on 3D Instance Segmentation0
3D Graph Embedding Learning with a Structure-aware Loss Function for Point Cloud Semantic Instance Segmentation0
DeeperLab: Single-Shot Image Parser0
MASC: Multi-scale Affinity with Sparse Convolution for 3D Instance SegmentationCode0
Towards Segmenting Anything That MovesCode0
Single Network Panoptic Segmentation for Street Scene UnderstandingCode0
Instance Segmentation as Image Segmentation AnnotationCode0
Learning Metric Graphs for Neuron Segmentation In Electron Microscopy Images0
US-net for robust and efficient nuclei instance segmentation0
Real-world Mapping of Gaze Fixations Using Instance Segmentation for Road Construction Safety Applications0
4D Generic Video Object ProposalsCode0
Hybrid Task Cascade for Instance SegmentationCode1
Primitive-based 3D Building Modeling, Sensor Simulation, and Estimation0
UPSNet: A Unified Panoptic Segmentation NetworkCode0
Panoptic Feature Pyramid NetworksCode4
Instance Segmentation of Fibers from Low Resolution CT Scans via 3D Deep Embedding Learning0
Slimmable Neural NetworksCode1
Unsupervised Video Object Segmentation with Distractor-Aware Online Adaptation0
MID-Fusion: Octree-based Object-Level Multi-Instance Dynamic SLAMCode1
3D-SIS: 3D Semantic Instance Segmentation of RGB-D ScansCode0
Design Pseudo Ground Truth with Motion Cue for Unsupervised Video Object Segmentation0
Weakly Supervised Instance Segmentation Using Hybrid Network0
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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