Volume Estimation on MetaFood3D
44.92MAE (mL)Stereo-Typical Estimator
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| Stereo-Typical EstimatorMethod Category=Stereo Methods2026.04 | 44.92 | 29.74 | 0.91 | — | 0.93 | |
| Stereo-Typical Estimator2026.04 | 47.95 | — | — | — | — | |
| Real-Scale Module2026.01 | 59.09 | 35.83 | 0.87 | 0.75 | 0.99 | |
| MPF3D2024.11 | 62.6 | 41.43 | — | — | — | |
| MFP3D2026.04 | 62.6 | — | — | — | — | |
| GPT-5 StereoMethod Category=Stereo Methods2026.04 | 71.3 | 42.88 | 0.78 | — | 0.89 | |
| GPT-4o (w/context)context=textual context included2026.01 | 83.65 | 63.25 | 0.67 | 0.45 | 0.95 | |
| GPT-4ocontext=none2026.01 | 84.95 | 153.8 | 0.58 | 0.34 | 0.94 | |
| GPT-5context=w/context2026.04 | 87.69 | — | — | — | — | |
| NeRF StereoMethod Category=Stereo Methods2026.04 | 104.59 | 132.67 | 0.56 | — | 0.81 | |
| Category Mean2026.04 | 120.17 | — | — | — | — | |
| 3D Assisted Estimation2026.01 | 123.34 | 104.07 | 0.42 | 0.17 | 0.65 | |
| Voxel Reconstruction2024.11 | 123.34 | 104.07 | — | — | — | |
| Category Mean2026.01 | 134.86 | 202.88 | 0.46 | 0.07 | 0.63 | |
| Category MeanMethod Category=Stereo Methods2026.04 | 134.86 | 202.88 | 0.46 | — | 0.72 | |
| Stereo Reconstruction2024.11 | 135.96 | 210.9 | — | — | — | |
| Stereo Recon.2026.04 | 137.14 | — | — | — | — | |
| 3D Assisted2026.04 | 140.01 | — | — | — | — | |
| Baseline2026.01 | 151.85 | 845.69 | 0 | 0 | 0.707 | |
| Baseline2024.11 | 151.85 | 845.69 | — | — | — | |
| BaselineMethod Category=Stereo Methods2026.04 | 151.85 | 845.69 | 0 | — | 0.707 | |
| RGB Only2026.04 | 151.98 | — | — | — | — | |
| Baseline2026.04 | 153.89 | — | — | — | — | |
| RGB Estimation2026.01 | 161.7 | 86.84 | 0.76 | 0.58 | 0.79 | |
| 3D Assisted Portion Estimation2024.11 | 195.92 | 79.33 | — | — | — | |
| Depth Reconstruction2026.01 | 199.6 | 277.65 | 0.68 | 0.47 | 0.99 | |
| LightGlue Recon.Method Category=Stereo Methods2026.04 | 203.85 | 221.13 | 0.18 | — | 0.46 | |
| SIFT Recon.Method Category=Stereo Methods2026.04 | 345.34 | 610.92 | -0.01 | — | 0.17 | |
| ORB Recon.Method Category=Stereo Methods2026.04 | 2,718.38 | 870.8 | 0.14 | — | 0.22 |