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Depth Prediction on OctoSense night (test)
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5.99
RMSE (m)
Late-fusion MAE (w/o RGB)
5.8064
7.0457
8.285
9.5243
Jun 25, 2026
RMSE (m)
Updated 1mo ago
Evaluation Results
Method
Method
Links
RMSE (m)
Late-fusion MAE (w/o RGB)
Removed Modality=RGB
2026.06
5.99
Late-fusion MAE (w/o IMU)
Removed Modality=IMU
2026.06
6
Late-fusion MAE (w/ full attention)
Attention=full
2026.06
6.07
Late-fusion MAE
Fusion=late
2026.06
6.08
Early-fusion MAE
Fusion=early
2026.06
6.3
Late-fusion MAE (w/o EV)
Removed Modality=EV
2026.06
6.32
V-JEPA 2.1
Encoder=V-JEPA 2.1
2026.06
9.51
V-JEPA 2.1 (stereo)*
Encoder=V-JEPA 2.1, In...
2026.06
9.51
Late-fusion MAE (w/o LiDAR)
Removed Modality=LiDAR
2026.06
9.55
DINOv2
Encoder=DINOv2
2026.06
9.95
DINOv3
Encoder=DINOv3
2026.06
10.03
Late-fusion MAE (w/ only RGB)
Modality=only RGB
2026.06
10.09
Perception Enc.
Encoder=Perception Enc.
2026.06
10.2
RGB-only video MAE
Modality=RGB, Type=video
2026.06
10.2
SigLIP 2
Encoder=SigLIP 2
2026.06
10.36
RGB-only image MAE
Modality=RGB, Type=image
2026.06
10.58
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