SOTAVerified

Weakly-supervised instance segmentation

Papers

Recently AddedMost HypedMost ActiveNeeds VerificationMost Verified

Showing 1–39 of 39 papers

TitleStatusHype
WISH: Weakly Supervised Instance Segmentation using Heterogeneous Labels—0
Fine-grained Background Representation for Weakly Supervised Semantic SegmentationCode0
BAISeg: Boundary Assisted Weakly Supervised Instance SegmentationCode0
Boosting Box-supervised Instance Segmentation with Pseudo Depth—0
Complete Instances Mining for Weakly Supervised Instance SegmentationCode1
MWSIS: Multimodal Weakly Supervised Instance Segmentation with 2D Box Annotations for Autonomous DrivingCode0
Quantification of cardiac capillarization in single-immunostained myocardial slices using weakly supervised instance segmentation—0
PWISeg: Point-based Weakly-supervised Instance Segmentation for Surgical InstrumentsCode0
Synthetic Instance Segmentation from Semantic Image Segmentation MasksCode1
ClickSeg: 3D Instance Segmentation with Click-Level Weak Annotations—0
Weakly-Supervised Text Instance Segmentation—0
SIM: Semantic-aware Instance Mask Generation for Box-Supervised Instance SegmentationCode1
Class-incremental Continual Learning for Instance Segmentation with Image-level Weak SupervisionCode1
EM-Paste: EM-guided Cut-Paste with DALL-E Augmentation for Image-level Weakly Supervised Instance SegmentationCode1
LWSIS: LiDAR-guided Weakly Supervised Instance Segmentation for Autonomous DrivingCode1
AsyInst: Asymmetric Affinity with DepthGrad and Color for Box-Supervised Instance Segmentation—0
BoxTeacher: Exploring High-Quality Pseudo Labels for Weakly Supervised Instance SegmentationCode1
Weakly Supervised Instance Segmentation using Motion Information via Optical Flow—0
Bounding Box Tightness Prior for Weakly Supervised Image SegmentationCode1
Beyond Semantic to Instance Segmentation: Weakly-Supervised Instance Segmentation via Semantic Knowledge Transfer and Self-RefinementCode1
DiscoBox: Weakly Supervised Instance Segmentation and Semantic Correspondence from Box SupervisionCode1
Pointly-Supervised Instance SegmentationCode1
Weakly-supervised Instance Segmentation via Class-agnostic Learning with Salient ImagesCode0
Weakly Supervised Instance Segmentation for Videos with Temporal Mask Consistency—0
BBAM: Bounding Box Attribution Map for Weakly Supervised Semantic and Instance SegmentationCode1
Weakly Supervised Multi-Object Tracking and Segmentation—0
Parallel Detection-and-Segmentation Learning for Weakly Supervised Instance Segmentation—0
BoxInst: High-Performance Instance Segmentation with Box AnnotationsCode0
Leveraging Instance-, Image- and Dataset-Level Information for Weakly Supervised Instance SegmentationCode1
Weakly Supervised Instance Segmentation by Learning Annotation Consistent Instances—0
Weakly Supervised Instance Segmentation by Deep Community Learning—0
Weakly Supervised Instance Segmentation using the Bounding Box Tightness PriorCode0
Label-PEnet: Sequential Label Propagation and Enhancement Networks for Weakly Supervised Instance Segmentation—0
Learning Instance Activation Maps for Weakly Supervised Instance Segmentation—0
Weakly Supervised Instance Segmentation Using Hybrid Network—0
Associating Inter-Image Salient Instances for Weakly Supervised Semantic Segmentation—0
Weakly- and Semi-Supervised Panoptic SegmentationCode1
Acquire, Augment, Segment & Enjoy: Weakly Supervised Instance Segmentation of Supermarket Products—0
Weakly Supervised Instance Segmentation using Class Peak ResponseCode0
Show:102550
All datasetsCOCO test-devPASCAL VOC 2012 valCOCO 2017 val

Benchmark Results

#ModelMetricClaimedVerifiedStatus
1DiscoBox (ResNeXt-101-DCN-FPN)AP37.9—Unverified
2DiscoBox (ResNet-101-DCN-FPN)AP35.8—Unverified
3BoxInst (ResNet-101-DCN-BiFPN)AP35—Unverified
4BoxInst (ResNet-101-BiFPN)AP33.9—Unverified
5BoxInst (ResNet-101-FPN)AP33.2—Unverified
6BoxInst (ResNet-50-FPN)AP32.1—Unverified
7DiscoBox (ResNet-50-FPN)AP32—Unverified
#ModelMetricClaimedVerifiedStatus
1CIM + Mask R-CNNmAP@0.2568.7—Unverified
2BESTIE (point label, proposal-free)mAP@0.2566.4—Unverified
3BBAMAverage Best Overlap63—Unverified
4BESTIE (image-level label, proposal-free)mAP@0.2561.2—Unverified
5LIIDAverage Best Overlap50.8—Unverified
6WSIS_CLAverage Best Overlap48.2—Unverified
#ModelMetricClaimedVerifiedStatus
1DiscoBox (ResNet-50)AP31.4—Unverified
2BBTP (ResNet-101)AP21.1—Unverified