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

Recently AddedMost HypedMost ActiveNeeds VerificationMost Verified

Showing 1051–1100 of 2262 papers

TitleStatusHype
Mask is All You Need: Rethinking Mask R-CNN for Dense and Arbitrary-Shaped Scene Text Detection—0
Generative Shape Models: Joint Text Recognition and Segmentation with Very Little Training Data—0
Generative AI Driven Task-Oriented Adaptive Semantic Communications—0
Mask-Guided Matting in the Wild—0
MaskLab: Instance Segmentation by Refining Object Detection with Semantic and Direction Features—0
Generalized Object Detection on Fisheye Cameras for Autonomous Driving: Dataset, Representations and Baseline—0
Generalized Mask-aware IoU for Anchor Assignment for Real-time Instance Segmentation—0
3rd Place Solution for PVUW Challenge 2023: Video Panoptic Segmentation—0
Mask Frozen-DETR: High Quality Instance Segmentation with One GPU—0
Active Coarse-to-Fine Segmentation of Moveable Parts from Real Images—0
Generalized Class Discovery in Instance Segmentation—0
gen2seg: Generative Models Enable Generalizable Instance Segmentation—0
CNN-based Preprocessing to Optimize Watershed-based Cell Segmentation in 3D Confocal Microscopy Images—0
ADFQ-ViT: Activation-Distribution-Friendly Post-Training Quantization for Vision Transformers—0
MaskGroup: Hierarchical Point Grouping and Masking for 3D Instance Segmentation—0
MaskPlus: Improving Mask Generation for Instance Segmentation—0
CML-MOTS: Collaborative Multi-task Learning for Multi-Object Tracking and Segmentation—0
Associating Inter-Image Salient Instances for Weakly Supervised Semantic Segmentation—0
GANtruth - an unpaired image-to-image translation method for driving scenarios—0
Cluttered Food Grasping with Adaptive Fingers and Synthetic-Data Trained Object Detection—0
3D-BEVIS: Bird's-Eye-View Instance Segmentation—0
ClusterViG: Efficient Globally Aware Vision GNNs via Image Partitioning—0
Mask Encoding for Single Shot Instance Segmentation—0
ClusterNet: 3D Instance Segmentation in RGB-D Images—0
Fully-Automated Packaging Structure Recognition in Logistics Environments—0
FSD V2: Improving Fully Sparse 3D Object Detection with Virtual Voxels—0
Assessing YOLACT++ for real time and robust instance segmentation of medical instruments in endoscopic procedures—0
Fruit Detection, Segmentation and 3D Visualisation of Environments in Apple Orchards—0
Assessing SAM for Tree Crown Instance Segmentation from Drone Imagery—0
From Forks to Forceps: A New Framework for Instance Segmentation of Surgical Instruments—0
A Dataset for Lane Instance Segmentation in Urban Environments—0
3D-Aware Instance Segmentation and Tracking in Egocentric Videos—0
Mask-free OVIS: Open-Vocabulary Instance Segmentation without Manual Mask Annotations—0
Joint Object Contour Points and Semantics for Instance Segmentation—0
1st Place Winner of the 2024 Pixel-level Video Understanding in the Wild (CVPR'24 PVUW) Challenge in Video Panoptic Segmentation and Best Long Video Consistency of Video Semantic Segmentation—0
Free Supervision From Video Games—0
CloudTracks: A Dataset for Localizing Ship Tracks in Satellite Images of Clouds—0
MaskClustering: View Consensus based Mask Graph Clustering for Open-Vocabulary 3D Instance Segmentation—0
FreeSeg: Unified, Universal and Open-Vocabulary Image Segmentation—0
Close the Sim2real Gap via Physically-based Structured Light Synthetic Data Simulation—0
FPCD: An Open Aerial VHR Dataset for Farm Pond Change Detection—0
RevealNet: Seeing Behind Objects in RGB-D Scans—0
FoxInst: A Frustratingly Simple Baseline for Weakly Few-shot Instance Segmentation—0
ASIST: Annotation-free synthetic instance segmentation and tracking for microscope video analysis—0
3D Segmentation of Humans in Point Clouds with Synthetic Data—0
FourierMask: Instance Segmentation using Fourier Mapping in Implicit Neural Networks—0
ClickSeg: 3D Instance Segmentation with Click-Level Weak Annotations—0
Mask3D: Pre-training 2D Vision Transformers by Learning Masked 3D Priors—0
FOR-instance: a UAV laser scanning benchmark dataset for semantic and instance segmentation of individual trees—0
A Data-efficient Framework for Robotics Large-scale LiDAR Scene Parsing—0
Show:102550
← PrevPage 22 of 46Next →
All datasetsCOCO test-devCOCO minivalLVIS v1.0 valCityscapes valADE20K valARMBenchOccluded COCOOoDISSeparated COCOTBBRBDD100K valCOCO val (panoptic labels)

Benchmark Results

#ModelMetricClaimedVerifiedStatus
1InternImage-HAP5080.8—Unverified
2ResNeSt-200 (multi-scale)AP5070.2—Unverified
3CenterMask + VoVNetV2-99 (multi-scale)AP5066.2—Unverified
4CenterMask + VoVNetV2-57 (single-scale)AP5060.8—Unverified
5Co-DETRmask AP57.1—Unverified
6CBNetV2 (EVA02, single-scale)mask AP56.1—Unverified
7ISDA (ResNet-50)APL55.7—Unverified
8EVAmask AP55.5—Unverified
9FD-SwinV2-Gmask AP55.4—Unverified
10Mask Frozen-DETRmask AP55.3—Unverified
#ModelMetricClaimedVerifiedStatus
1InternImage-BGFLOPs501—Unverified
2Co-DETRmask AP56.6—Unverified
3ViT-CoMer-L (Mask RCNN, DINOv2)mask AP55.9—Unverified
4InternImage-Hmask AP55.4—Unverified
5EVAmask AP55—Unverified
6Mask Frozen-DETRmask AP54.9—Unverified
7MasK DINO (SwinL, multi-scale)mask AP54.5—Unverified
8ViT-Adapter-L (HTC++, BEiTv2, O365, multi-scale)mask AP54.2—Unverified
9GLEE-Promask AP54.2—Unverified
10SwinV2-G (HTC++)mask AP53.7—Unverified