SOTAVerified

Weakly-supervised instance segmentation

Papers

Showing 125 of 39 papers

TitleStatusHype
EM-Paste: EM-guided Cut-Paste with DALL-E Augmentation for Image-level Weakly Supervised Instance SegmentationCode1
SIM: Semantic-aware Instance Mask Generation for Box-Supervised Instance SegmentationCode1
Beyond Semantic to Instance Segmentation: Weakly-Supervised Instance Segmentation via Semantic Knowledge Transfer and Self-RefinementCode1
Weakly- and Semi-Supervised Panoptic SegmentationCode1
Leveraging Instance-, Image- and Dataset-Level Information for Weakly Supervised Instance SegmentationCode1
LWSIS: LiDAR-guided Weakly Supervised Instance Segmentation for Autonomous DrivingCode1
Pointly-Supervised Instance SegmentationCode1
Bounding Box Tightness Prior for Weakly Supervised Image SegmentationCode1
Synthetic Instance Segmentation from Semantic Image Segmentation MasksCode1
BoxTeacher: Exploring High-Quality Pseudo Labels for Weakly Supervised Instance SegmentationCode1
Class-incremental Continual Learning for Instance Segmentation with Image-level Weak SupervisionCode1
BBAM: Bounding Box Attribution Map for Weakly Supervised Semantic and Instance SegmentationCode1
Complete Instances Mining for Weakly Supervised Instance SegmentationCode1
DiscoBox: Weakly Supervised Instance Segmentation and Semantic Correspondence from Box SupervisionCode1
WISH: Weakly Supervised Instance Segmentation using Heterogeneous Labels0
Associating Inter-Image Salient Instances for Weakly Supervised Semantic Segmentation0
AsyInst: Asymmetric Affinity with DepthGrad and Color for Box-Supervised Instance Segmentation0
Boosting Box-supervised Instance Segmentation with Pseudo Depth0
ClickSeg: 3D Instance Segmentation with Click-Level Weak Annotations0
Label-PEnet: Sequential Label Propagation and Enhancement Networks for Weakly Supervised Instance Segmentation0
Learning Instance Activation Maps for Weakly Supervised Instance Segmentation0
Parallel Detection-and-Segmentation Learning for Weakly Supervised Instance Segmentation0
Weakly Supervised Instance Segmentation by Deep Community Learning0
Weakly Supervised Instance Segmentation by Learning Annotation Consistent Instances0
Weakly Supervised Instance Segmentation for Videos with Temporal Mask Consistency0
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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