Single-view 3D object reconstruction on ShapeNet (test)
0.598AirplaneIM-Net
Evaluation results
| Method | Links | |||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| IM-Net2020.06 | 0.598 | 0.361 | 0.345 | 0.304 | 0.442 | 0.466 | 0.371 | 0.2 | 0.407 | 0.354 | 0.461 | 0.423 | 0.369 | 0.405 | — | — | — | |
| Pix2Vox++/A2020.06 | 0.583 | 0.478 | 0.408 | 0.564 | 0.309 | 0.296 | 0.315 | 0.152 | 0.574 | 0.377 | 0.406 | 0.633 | 0.39 | 0.436 | — | — | — | |
| OccNet2020.06 | 0.494 | 0.318 | 0.449 | 0.315 | 0.365 | 0.468 | 0.361 | 0.249 | 0.219 | 0.324 | 0.549 | 0.273 | 0.347 | 0.393 | — | — | — | |
| Pix2Vox++/F2020.06 | 0.493 | 0.399 | 0.363 | 0.523 | 0.262 | 0.253 | 0.287 | 0.256 | 0.553 | 0.32 | 0.385 | 0.588 | 0.346 | 0.394 | — | — | — | |
| AttSets2020.06 | 0.489 | 0.406 | 0.367 | 0.497 | 0.334 | 0.31 | 0.315 | 0.211 | 0.524 | 0.334 | 0.419 | 0.469 | 0.315 | 0.395 | — | — | — | |
| OGN2020.06 | 0.487 | 0.364 | 0.316 | 0.514 | 0.226 | 0.215 | 0.249 | 0.225 | 0.541 | 0.29 | 0.352 | 0.528 | 0.328 | 0.368 | — | — | — | |
| Matryoshka2020.06 | 0.446 | 0.424 | 0.381 | 0.481 | 0.302 | 0.4 | 0.276 | 0.279 | 0.514 | 0.326 | 0.374 | 0.598 | 0.36 | 0.391 | — | — | — | |
| AtlasNet2020.06 | 0.415 | 0.439 | 0.35 | 0.319 | 0.406 | 0.451 | 0.217 | 0.199 | 0.405 | 0.337 | 0.373 | 0.545 | 0.296 | 0.362 | — | — | — | |
| 3D-R2N22020.06 | 0.412 | 0.345 | 0.327 | 0.481 | 0.238 | 0.227 | 0.267 | 0.231 | 0.521 | 0.274 | 0.34 | 0.504 | 0.305 | 0.351 | — | — | — | |
| Pixel2Mesh2020.06 | 0.376 | 0.313 | 0.45 | 0.486 | 0.386 | 0.319 | 0.219 | 0.19 | 0.34 | 0.343 | 0.502 | 0.485 | 0.266 | 0.398 | — | — | — | |
| AutoSDFvariant=Sequential2022.03 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 55.4 | 1.448 | 39.3 | |
| AutoSDFvariant=Full2022.03 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 57.7 | 1.331 | 41.4 | |
| Image-JE2022.03 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 48.6 | 1.972 | 33.8 | |
| Pix2Vox2022.03 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 46.7 | 2.521 | 33.5 | |
| ResNet2TSDF2022.03 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 47.8 | 2.684 | 32 | |
| ResNet2Voxel2022.03 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 45.7 | 2.501 | 31.6 |