Single-view 3D object reconstruction on ShapeNet (test) benchmark leaderboard · SOTA2 Research

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	—	—	—
AutoSDF2022.03		—	—	—	—	—	—	—	—	—	—	—	—	—	—	55.4	1.448	39.3
AutoSDF2022.03		—	—	—	—	—	—	—	—	—	—	—	—	—	—	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