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Beyond-the-view navigation on Real-world Scenes
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35
Success Rate (Room)
Ablation (c) w/o distilled 50 steps cont. 20
-1.4
8.05
17.5
26.95
Feb 5, 2026
Success Rate (Room)
Success Rate (Lab Bldg)
Success Rate (Yard)
Success Rate (Park)
Success Rate (Square)
Success Rate (Mountain)
Avg Success Rate (Total)
Updated 1mo ago
Evaluation Results
Method
Method
Links
Success Rate (Room)
Success Rate (Lab Bldg)
Success Rate (Yard)
Success Rate (Park)
Success Rate (Square)
Success Rate (Mountain)
Avg Success Rate (Total)
Ablation (c) w/o distilled 50 steps cont. 20
mode=zero-shot
2026.02
35
45
30
60
20
25
35.8
SparseVideoNav
mode=zero-shot
2026.02
25
30
20
40
20
15
25
Ablation (d) SparseVideoNav w/o Former
mode=zero-shot
2026.02
15
25
20
45
20
10
22.5
StreamVLN
mode=zero-shot
2026.02
10
15
5
30
0
0
10
Ablation (b) w distilled 4 steps cont. 10
mode=zero-shot
2026.02
10
5
5
40
5
5
11.7
Uni-NaVid
mode=zero-shot
2026.02
5
0
0
10
0
0
2.5
InternVLA-N1
mode=zero-shot
2026.02
5
0
5
40
0
0
8.3
Ablation (a) w distilled 4 steps cont. 2
mode=zero-shot
2026.02
0
0
0
15
0
0
2.5
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