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Panoptic Segmentation
벤치마크
Panoptic Segmentation on
PanNuke
12개 결과 ·
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PQ
49.81
50.06
50.3
50.55
50.8
2022-03
2026-11
TSFD — 50.4 (2022-03-09)
TSFD — 50.4 (2022-03-09)
TSFD — 50.4 (2022-03-09)
CellViT-SAM-H — 50.62 (2023-06-27)
CellViT-SAM-H — 50.62 (2023-06-27)
CellViT-SAM-H — 50.62 (2023-06-27)
LKCell — 50.8 (2024-07-25)
LKCell — 50.8 (2024-07-25)
LKCell — 50.8 (2024-07-25)
NuLite-H — 49.81 (2024-08-03)
NuLite-H — 49.81 (2024-08-03)
NuLite-H — 49.81 (2024-08-03)
TSFD — 50.4 (2022-03-09)
CellViT-SAM-H — 50.62 (2023-06-27)
LKCell — 50.8 (2024-07-25)
2022-03-09 — TSFD: PQ 50.4
2023-06-27 — CellViT-SAM-H: PQ 50.62
2024-07-25 — LKCell: PQ 50.8
Rank
Model
PQ
Paper
Code
Year
1
LKCell
50.80
LKCell: Efficient Cell Nuclei Instance Segmentation with Large Convolution Kernels
hustvl/lkcell
2024
2
CellViT-SAM-H
50.62
CellViT: Vision Transformers for Precise Cell Segmentation and Classification
tio-ikim/cellvit
·
philippendres/CellPilot
·
junlinguo/cellvit-kidney
2023
3
TSFD
50.4
TSFD-Net: Tissue specific feature distillation network for nuclei segmentation and classification
Mr-TalhaIlyas/TSFD
2022
4
NuLite-H
49.81
NuLite -- Lightweight and Fast Model for Nuclei Instance Segmentation and Classification
cosmoiknoslab/nulite
2024
5
LKCell
50.80
LKCell: Efficient Cell Nuclei Instance Segmentation with Large Convolution Kernels
hustvl/lkcell
2024
6
CellViT-SAM-H
50.62
CellViT: Vision Transformers for Precise Cell Segmentation and Classification
tio-ikim/cellvit
·
philippendres/CellPilot
·
junlinguo/cellvit-kidney
2023
7
TSFD
50.4
TSFD-Net: Tissue specific feature distillation network for nuclei segmentation and classification
Mr-TalhaIlyas/TSFD
2022
8
NuLite-H
49.81
NuLite -- Lightweight and Fast Model for Nuclei Instance Segmentation and Classification
cosmoiknoslab/nulite
2024
9
LKCell
50.80
LKCell: Efficient Cell Nuclei Instance Segmentation with Large Convolution Kernels
hustvl/lkcell
2024
10
CellViT-SAM-H
50.62
CellViT: Vision Transformers for Precise Cell Segmentation and Classification
tio-ikim/cellvit
·
philippendres/CellPilot
·
junlinguo/cellvit-kidney
2023
11
TSFD
50.4
TSFD-Net: Tissue specific feature distillation network for nuclei segmentation and classification
Mr-TalhaIlyas/TSFD
2022
12
NuLite-H
49.81
NuLite -- Lightweight and Fast Model for Nuclei Instance Segmentation and Classification
cosmoiknoslab/nulite
2024
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