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SOTA Trajectory Inference benchmarks and papers with code | Wizwand
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Trajectory Inference
Benchmarks
Dataset Name
SOTA Method
Dataset Name
SOTA Method
Metric
Trend
Results
Last Updated
EB dataset 5D (test)
JKOnet
W1 (t=1)
1.27
23
1mo ago
EB 50D t=4
WFR-MFM
W1 Score
6.647
11
1mo ago
50D EB t=3
WFR-MFM
W1
6.19
11
1mo ago
50D EB dataset t=2
WFR-MFM
W1 Error
5.904
11
1mo ago
50D EB dataset t=1
WFR-MFM
W1
5.236
11
1mo ago
10D EMT t=3
WFR-FM
W1
0.2346
11
1mo ago
10D EMT t=2
WFR-FM
W1
0.2272
11
1mo ago
10D EMT t=1
WFR-FM
W1
0.2099
11
1mo ago
Dyngen t=4
WFR-FM
W1
0.121
11
1mo ago
Dyngen t=3
WFR-MFM
W1
0.202
11
1mo ago
Dyngen (t=2)
WFR-FM
W1
0.098
11
1mo ago
Dyngen t=1
WFR-FM
W1 Score
0.11
11
1mo ago
100D EB dataset (t=4)
DeepRUOT
W1 Error
12.406
11
1mo ago
100D EB dataset (t=3)
WFR-FM
W1 Error
11.516
11
1mo ago
100D EB dataset t=2
WFR-FM
W1
11.04
11
1mo ago
100D EB dataset t=1
WFR-FM
W1
9.941
11
1mo ago
Multi scRNA-seq
OT-MFM
EMD
45.879
10
1mo ago
Cite scRNA-seq
OT-MFM
EMD
36.471
10
1mo ago
Dataset II (All)
Genius-aided Map-Assisted (GMA) variant
Average Localization Error (Eloc)
0.66
9
1mo ago
Dataset Double LOS II
Genius-aided Map-Assisted (GMA) variant
Avg Loc Error (Eloc)
0.57
9
1mo ago
Dataset Single LOS II
Genius-aided Map-Assisted (GMA) variant
Avg Loc Error (Eloc)
0.79
9
1mo ago
Dataset NLOS II
Genius-aided Map-Assisted (GMA) variant
Avg Loc Error (Eloc)
1.02
9
1mo ago
Multiome (Multi) 5D PCA scRNA-seq data (held-out marginal distributions)
OT-MFM
EMD
0.89
6
1mo ago
Embryoid Body (EB) 5D PCA scRNA-seq (held-out marginal distributions)
OT-MFM
EMD
0.711
6
1mo ago
Cite-seq 5D PCA scRNA-seq data (held-out marginal distributions)
OT-MFM
EMD
0.793
6
1mo ago
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