Instance Segmentation on SSDD
71APmaskDynamicVis-L
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| DynamicVis-L2025.03 | 71 | 97.8 | 89.2 | |
| DynamicVis-B2025.03 | 70.8 | 97.7 | 89.4 | |
| DynamicVis-L‡2025.03 | 70.1 | 97.7 | 88.1 | |
| RS4D (box)Backbone=SSM, Params (M)=33.20, bb-Params (M)=11.75, bb-FLOPs (G)=108.82026.06 | 70 | 97.4 | 87.5 | |
| DynamicVis-L†2025.03 | 69.6 | 97.7 | 88.3 | |
| DynamicVis-B†2025.03 | 68.3 | 97.8 | 85.3 | |
| DynamicVis-B‡2025.03 | 68.3 | 97.5 | 86.2 | |
| Cascade Mask RCNNBackbone=ResNet50, Params (M)=77.02, bb-Params (M)=25.56, bb-FLOPs (G)=172.692026.06 | 67.9 | 96.6 | 85.5 | |
| RSPrompter-query2025.03 | 67.3 | 95.6 | 84.3 | |
| RSPrompter (query)Backbone=ViT-Base, Params (M)=101.02, bb-Params (M)=89.67, bb-FLOPs (G)=9722026.06 | 67.3 | 95.6 | 84.3 | |
| RSPrompter-anchor2025.03 | 66.8 | 94.7 | 84 | |
| RSPrompter (anchor)Backbone=ViT-Base, Params (M)=117.09, bb-Params (M)=89.67, bb-FLOPs (G)=9722026.06 | 66.8 | 94.7 | 84 | |
| SAM-seg (Mask2Former)Backbone=ViT-Base, Params (M)=112.16, bb-Params (M)=89.67, bb-FLOPs (G)=9722026.06 | 66.5 | 95 | 83.6 | |
| SAM-seg (Mask RCNN)Backbone=ViT-Base, Params (M)=309.69, bb-Params (M)=89.67, bb-FLOPs (G)=9722026.06 | 66.1 | 94.5 | 83.7 | |
| MS R-CNN2025.03 | 64.9 | 93.3 | 80.4 | |
| SCNet2025.03 | 64.9 | 92.6 | 80.1 | |
| MS RCNNBackbone=ResNet50, Params (M)=60.74, bb-Params (M)=25.56, bb-FLOPs (G)=172.692026.06 | 64.9 | 93.3 | 80.4 | |
| SCNetBackbone=ResNet50, Params (M)=94.80, bb-Params (M)=25.56, bb-FLOPs (G)=172.692026.06 | 64.9 | 92.6 | 80.1 | |
| RS4D (prompt)Backbone=SSM, Params (M)=38.83, bb-Params (M)=11.75, bb-FLOPs (G)=108.82026.06 | 64.7 | 93.7 | 80.9 | |
| Mask2Former2025.03 | 64.4 | 93 | 82.4 | |
| Mask2FormerBackbone=ResNet50, Params (M)=44.02, bb-Params (M)=25.56, bb-FLOPs (G)=172.692026.06 | 64.4 | 93 | 82.4 | |
| Mask R-CNN2025.03 | 64.3 | 92.6 | 80.9 | |
| Mask RCNNBackbone=ResNet50, Params (M)=44.18, bb-Params (M)=25.56, bb-FLOPs (G)=172.692026.06 | 64.3 | 92.6 | 80.9 | |
| HTC2025.03 | 64.1 | 94.4 | 80.6 | |
| HTCBackbone=ResNet50, Params (M)=46.59, bb-Params (M)=25.56, bb-FLOPs (G)=172.692026.06 | 64.1 | 94.4 | 80.6 | |
| CATNet2025.03 | 63.9 | 93.7 | 80.1 | |
| CATNetBackbone=ResNet50, Params (M)=54.77, bb-Params (M)=25.56, bb-FLOPs (G)=172.692026.06 | 63.9 | 93.7 | 80.1 | |
| HQ-ISNet2025.03 | 63.4 | 95.1 | 78.1 | |
| HQ-ISNetBackbone=ResNet50, Params (M)=80.56, bb-Params (M)=25.56, bb-FLOPs (G)=172.692026.06 | 63.4 | 95.7 | 78.1 | |
| CondInst2025.03 | 62.5 | 93.4 | 81.2 | |
| CondInstBackbone=ResNet50, Params (M)=34.16, bb-Params (M)=25.56, bb-FLOPs (G)=172.692026.06 | 62.5 | 93.4 | 81.2 | |
| ViTDetBackbone=Swin-Huge, Params (M)=679.42, bb-Params (M)=655.58, bb-FLOPs (G)=375.102026.06 | 61.4 | 94.9 | 77.2 | |
| SOLO v22025.03 | 58.5 | 86.2 | 74 | |
| SOLO v2Backbone=ResNet50, Params (M)=46.58, bb-Params (M)=25.56, bb-FLOPs (G)=172.692026.06 | 58.5 | 86.2 | 74 | |
| SwinV2 (HTC++)Backbone=SwinV2-Huge, Params (M)=709.09, bb-Params (M)=655.14, bb-FLOPs (G)=303.372026.06 | 56.4 | 85.6 | 70 | |
| SAM-clsBackbone=ViT-Base2026.06 | 47.5 | 78.1 | 57.7 | |
| SAM-detBackbone=ViT-Base, Params (M)=135.08, bb-Params (M)=89.67, bb-FLOPs (G)=9722026.06 | 46 | 93.8 | 37 | |
| BoxInst2025.03 | 45.2 | 92.3 | 35.3 | |
| BoxInstBackbone=ResNet50, Params (M)=35.14, bb-Params (M)=25.56, bb-FLOPs (G)=172.692026.06 | 45.2 | 92.3 | 35.3 | |
| CBNetv2Backbone=Swin-Tiny, Params (M)=75.58, bb-Params (M)=28.30, bb-FLOPs (G)=12.472026.06 | 38.6 | 62.5 | 46.8 |