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Benchmarks
Object Goal Navigation on MP3D (val)
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84.1
SR
Baseline (OpenVLA-7B)
78.38
79.865
81.35
82.835
Jan 12, 2026
SR
SPL
Latency (ms)
Memory (GB)
TFLOPS
Updated 4d ago
Evaluation Results
Method
Method
Links
SR
SPL
Latency (ms)
Memory (GB)
TFLOPS
Baseline (OpenVLA-7B)
Precision=FP16
2026.01
84.1
0.65
450
16.2
12.3
Static QLoRA (OpenVLA-7B)
Precision=NF4
2026.01
82.3
0.63
120
5.4
18.9
EdgeNav-QE
Precision=NF4 + DEE
2026.01
81.8
0.62
78
5.4
25.4
DeeR-VLA
Precision=INT8 + Stati...
2026.01
81
0.61
95
6.8
19.2
INT8 PTQ
Precision=INT8
2026.01
79.2
0.59
210
8.1
14.7
GPTQ-4bit (No LoRA)
Precision=NF4
2026.01
78.6
0.58
115
5.2
18.5
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