Models Translation (Dolly/Pedestal/Truck) Zooming Rotation (Pan/Tilt/Roll) Static Avg
InOutUpDownRightLeft InOut RightLeftUpDownCWCCW
🏅Qwen-2.5VL-7B (Ours SFT) 83.248.6 27.248.8 62.654.3 51.370.7 77.686.9 70.458.0 38.546.3 65.259.3
🥈MegaSAM 73.843.924.229.145.344.2 11.110.2 79.582.273.865.371.575.8 22.050.1
🥉MASt3R 47.521.123.540.238.738.1 42.246.6 66.658.063.240.350.453.5 15.743.1
CUT3R 68.950.424.734.237.027.6 15.921.3 59.165.065.047.560.766.2 15.142.7
VGGSFM 56.628.928.738.248.935.3 21.717.3 60.958.746.643.361.455.5 16.741.3
DUSt3R 58.924.030.718.038.326.9 18.224.6 59.463.832.927.361.057.9 13.137.0
GPT-4o 66.329.221.138.238.021.9 41.739.3 44.742.143.635.524.028.7 32.036.4
InternVL2.5-26B 63.611.821.123.627.219.4 21.831.6 42.538.344.943.614.318.2 25.129.8
Qwen2.5-VL-7B 63.014.120.122.328.527.7 23.227.2 36.544.638.425.726.025.5 20.229.5
Qwen2.5-VL-32B 66.819.111.131.432.130.4 27.832.6 43.250.053.244.026.629.0 28.835.1
Qwen2.5-VL-72B 67.219.112.826.533.326.1 27.541.2 50.646.853.431.033.330.9 29.135.3
InternVL2.5-8B 67.912.928.125.923.423.2 18.632.1 37.430.937.636.911.525.3 23.429.5
COLMAP 36.213.111.919.734.130.0 13.914.2 43.946.428.319.142.148.7 7.527.3
LLAVA-Video-7B 54.715.216.519.327.123.6 16.216.9 33.636.826.937.216.121.7 22.125.6
LLAVA-OneVision-7B 46.813.512.616.923.720.2 10.714.4 33.533.616.931.419.320.8 18.822.2
InternVideo2-Chat-8B 69.918.519.317.617.923.4 12.210.4 22.622.717.222.819.616.4 20.222.0
Tarsier-Recap-7B 59.715.125.723.728.821.5 14.415.0 22.827.324.621.615.218.7 30.721.0
mPLUG-Owl3-7B 47.612.913.916.917.318.5 12.910.6 31.426.626.137.010.412.2 17.820.8
InternLMXComposer2.5-7B 49.010.611.410.414.610.6 11.816.5 14.313.914.717.511.718.1 21.816.5