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Benchmarks
Real-world cross-view spatial reasoning on MMSI
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32
Overall Accuracy
Top-down + VDrop
22.848
25.224
27.6
29.976
May 26, 2026
Overall Accuracy
Updated 7d ago
Evaluation Results
Method
Method
Links
Overall Accuracy
Top-down + VDrop
VDrop=✓
2026.05
32
Top-down
VDrop=✗
2026.05
28.8
Point Matching + VDrop
VDrop=✓
2026.05
28.3
Qwen3-VL-8B
VDrop=✗
2026.05
28
Point Matching
VDrop=✗
2026.05
27.8
Qwen3-VL-4B
VDrop=✗
2026.05
27.4
No-Think
VDrop=✗
2026.05
27.4
BAGEL
VDrop=✗
2026.05
26.9
ThinkMorph (24K)
VDrop=✗
2026.05
26.5
Panoramic + VDrop
VDrop=✓
2026.05
26
Panoramic
VDrop=✗
2026.05
24.9
Text CoT
VDrop=✗
2026.05
24.6
BAGEL-Zebra-CoT (182K)
VDrop=✗
2026.05
23.2
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