SOTAVerified

Weakly-supervised instance segmentation

Papers

Showing 125 of 39 papers

TitleStatusHype
Complete Instances Mining for Weakly Supervised Instance SegmentationCode1
Synthetic Instance Segmentation from Semantic Image Segmentation MasksCode1
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
BoxTeacher: Exploring High-Quality Pseudo Labels for Weakly Supervised Instance SegmentationCode1
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
BBAM: Bounding Box Attribution Map for Weakly Supervised Semantic and Instance SegmentationCode1
Leveraging Instance-, Image- and Dataset-Level Information for Weakly Supervised Instance SegmentationCode1
Weakly- and Semi-Supervised Panoptic SegmentationCode1
WISH: Weakly Supervised Instance Segmentation using Heterogeneous Labels0
Fine-grained Background Representation for Weakly Supervised Semantic SegmentationCode0
BAISeg: Boundary Assisted Weakly Supervised Instance SegmentationCode0
Boosting Box-supervised Instance Segmentation with Pseudo Depth0
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 segmentation0
PWISeg: Point-based Weakly-supervised Instance Segmentation for Surgical InstrumentsCode0
ClickSeg: 3D Instance Segmentation with Click-Level Weak Annotations0
Weakly-Supervised Text Instance Segmentation0
AsyInst: Asymmetric Affinity with DepthGrad and Color for Box-Supervised Instance Segmentation0
Weakly Supervised Instance Segmentation using Motion Information via Optical Flow0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1DiscoBox (ResNeXt-101-DCN-FPN)AP37.9Unverified
2DiscoBox (ResNet-101-DCN-FPN)AP35.8Unverified
3BoxInst (ResNet-101-DCN-BiFPN)AP35Unverified
4BoxInst (ResNet-101-BiFPN)AP33.9Unverified
5BoxInst (ResNet-101-FPN)AP33.2Unverified
6BoxInst (ResNet-50-FPN)AP32.1Unverified
7DiscoBox (ResNet-50-FPN)AP32Unverified
#ModelMetricClaimedVerifiedStatus
1CIM + Mask R-CNNmAP@0.2568.7Unverified
2BESTIE (point label, proposal-free)mAP@0.2566.4Unverified
3BBAMAverage Best Overlap63Unverified
4BESTIE (image-level label, proposal-free)mAP@0.2561.2Unverified
5LIIDAverage Best Overlap50.8Unverified
6WSIS_CLAverage Best Overlap48.2Unverified
#ModelMetricClaimedVerifiedStatus
1DiscoBox (ResNet-50)AP31.4Unverified
2BBTP (ResNet-101)AP21.1Unverified