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Real-time Instance Segmentation 벤치마크

Real-time Instance Segmentation on MSCOCO

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mask AP

24.9 29.82 34.75 39.67 44.6 2019-04 2026-11 YOLACT-550 (ResNet-101-FPN) — 28.2 (2019-04-04) YOLACT — 24.9 (2019-04-04) CenterMask-Lite (ResNet-50-FPN) — 32.9 (2019-11-15) YOLACT-550++ (ResNet-101-FPN) — 34.6 (2019-12-03) BlendMask-512 (DLA_34) — 35.2 (2020-01-02) SOLO-512 — 37.1 (2020-03-23) SipMask++ (ResNet-101, single-scale test) — 35.4 (2020-07-29) SipMask (ResNet-101, single-scale test) — 32.8 (2020-07-29) SipMask (ResNet-50, single-scale test) — 31.2 (2020-07-29) maYOLACT-700 (ResNet-50) — 37.7 (2021-10-19) maYOLACT-550 (ResNet-50) — 35.2 (2021-10-19) SparseInst-608 (ResNet-50-vd) — 37.9 (2022-03-24) SparseInst-448 (ResNet-50-vd) — 35.9 (2022-03-24) RTMDet-Ins-x — 44.6 (2022-12-14) RTMDet-Ins-l — 43.7 (2022-12-14) RTMDet-Ins-m — 42.1 (2022-12-14) YOLACT-550 (ResNet-101-FPN) — 28.2 (2019-04-04) CenterMask-Lite (ResNet-50-FPN) — 32.9 (2019-11-15) YOLACT-550++ (ResNet-101-FPN) — 34.6 (2019-12-03) BlendMask-512 (DLA_34) — 35.2 (2020-01-02) SOLO-512 — 37.1 (2020-03-23) maYOLACT-700 (ResNet-50) — 37.7 (2021-10-19) SparseInst-608 (ResNet-50-vd) — 37.9 (2022-03-24) RTMDet-Ins-x — 44.6 (2022-12-14)
RankModel mask APAP50AP75APSAPMAPLFrame (fps) Extra Training Data PaperCodeYear
1 RTMDet-Ins-x 44.667.447.822.2–65.5188 (RTX3090) RTMDet: An Empirical Study of Designing Real-Time Object Detectors open-mmlab/mmdetection · open-mmlab/mmyolo · open-mmlab/mmrotate · +11 2022
2 RTMDet-Ins-l 43.76647.020.848.064.8271 (RTX3090) RTMDet: An Empirical Study of Designing Real-Time Object Detectors open-mmlab/mmdetection · open-mmlab/mmyolo · open-mmlab/mmrotate · +11 2022
3 RTMDet-Ins-m 42.163.945.119.346.463.1371 (RTX3090) RTMDet: An Empirical Study of Designing Real-Time Object Detectors open-mmlab/mmdetection · open-mmlab/mmyolo · open-mmlab/mmrotate · +11 2022
4 RetinaMask 41.4–––––10
5 Predicting Future Instance Segmentation 40.2–––––8
6 UOAIS 39.6–––––12
7 SparseInst-608 (ResNet-50-vd) 37.959.240.215.739.456.940 (2080 Ti) Sparse Instance Activation for Real-Time Instance Segmentation hustvl/sparseinst · 2023-MindSpore-1/ms-code-143 2022
8 maYOLACT-700 (ResNet-50) 37.759.439.918.140.852.525 (Tesla V100) Mask-aware IoU for Anchor Assignment in Real-time Instance Segmentation kemaloksuz/mask-aware-iou 2021
9 SOLO-512 37.157.739.7–––31.3 SOLOv2: Dynamic and Fast Instance Segmentation open-mmlab/mmdetection · PaddlePaddle/PaddleDetection · WXinlong/SOLO · +15 2020
10 SparseInst-448 (ResNet-50-vd) 35.956.537.712.337.157.058.5 (2080 Ti) Sparse Instance Activation for Real-Time Instance Segmentation hustvl/sparseinst · 2023-MindSpore-1/ms-code-143 2022
11 SipMask++ (ResNet-101, single-scale test) 35.455.637.611.238.356.827.0 (Titan Xp) SipMask: Spatial Information Preservation for Fast Image and Video Instance Segmentation JialeCao001/SipMask 2020
12 maYOLACT-550 (ResNet-50) 35.256.237.114.738.051.430 (Tesla V100) Mask-aware IoU for Anchor Assignment in Real-time Instance Segmentation kemaloksuz/mask-aware-iou 2021
12 BlendMask-512 (DLA_34) 35.2–––––33.3 BlendMask: Top-Down Meets Bottom-Up for Instance Segmentation aim-uofa/AdelaiDet · aim-uofa/adet · nerminsamet/houghnet · +6 2020
14 YOLACT-550++ (ResNet-101-FPN) 34.653.836.911.936.855.127.3 (Titan Xp) YOLACT++: Better Real-time Instance Segmentation dbolya/yolact · mindspore-ai/models · DataXujing/yolact_pytorch · +33 2019
14 Mask R-CNN 34.6–––––5 ✓
16 CenterMask-Lite (ResNet-50-FPN) 32.9––12.934.748.7– CenterMask : Real-Time Anchor-Free Instance Segmentation youngwanLEE/centermask2 · youngwanLEE/CenterMask · youngwanLEE/vovnet-detectron2 · +5 2019
17 SipMask (ResNet-101, single-scale test) 32.853.434.39.335.654.031.3 (Titan Xp) SipMask: Spatial Information Preservation for Fast Image and Video Instance Segmentation JialeCao001/SipMask 2020
18 SipMask (ResNet-50, single-scale test) 31.251.932.39.233.649.841.7 (Titan Xp) SipMask: Spatial Information Preservation for Fast Image and Video Instance Segmentation JialeCao001/SipMask 2020
19 YolactEdge 29.5–––––172.7
20 YOLACT-550 (ResNet-101-FPN) 28.246.629.29.229.344.833.3 (Titan Xp) YOLACT: Real-time Instance Segmentation open-mmlab/mmdetection · dbolya/yolact · youngwanLEE/CenterMask · +45 2019
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