Multi-view reconstruction on CO3D v2
0.9728AUC@30HeSS-Guided Sparsification
Evaluation results
| Method | Links | ||
|---|---|---|---|
| HeSS-Guided SparsificationBackbone=pi^3, Sparse Ratio=0.1, CDF Thr.=0.97, Sparsity=0.082026.03 | 0.9728 | 5.4822 | |
| HeSS-Guided SparsificationBackbone=pi^3, Sparse Ratio=0.3, CDF Thr.=0.97, Sparsity=0.112026.03 | 0.9726 | 5.6254 | |
| SparseVGGTBackbone=pi^3, Sparse Ratio=0.1, CDF Thr.=0.97, Sparsity=0.082026.03 | 0.9722 | 5.581 | |
| HeSS-Guided SparsificationBackbone=pi^3, Sparse Ratio=0.4, CDF Thr.=0.95, Sparsity=0.162026.03 | 0.9722 | 5.7517 | |
| HeSS-Guided SparsificationBackbone=pi^3, Sparse Ratio=0.5, CDF Thr.=0.97, Sparsity=0.132026.03 | 0.9716 | 5.6833 | |
| SparseVGGTBackbone=pi^3, Sparse Ratio=0.3, CDF Thr.=0.97, Sparsity=0.112026.03 | 0.9713 | 5.7365 | |
| HeSS-Guided SparsificationBackbone=pi^3, Sparse Ratio=0.5, CDF Thr.=0.88, Sparsity=0.282026.03 | 0.9712 | 6.0526 | |
| SparseVGGTBackbone=pi^3, Sparse Ratio=0.5, CDF Thr.=0.97, Sparsity=0.132026.03 | 0.9709 | 5.808 | |
| HeSS-Guided SparsificationBackbone=pi^3, Sparse Ratio=0.6, CDF Thr.=0.93, Sparsity=0.222026.03 | 0.9708 | 5.9403 | |
| HeSS-Guided SparsificationBackbone=pi^3, Sparse Ratio=0.5, CDF Thr.=0.90, Sparsity=0.252026.03 | 0.9708 | 5.9556 | |
| SparseVGGTBackbone=pi^3, Sparse Ratio=0.4, CDF Thr.=0.95, Sparsity=0.162026.03 | 0.9704 | 5.9064 | |
| HeSS-Guided SparsificationBackbone=pi^3, Sparse Ratio=0.5, CDF Thr.=0.75, Sparsity=0.422026.03 | 0.9701 | 6.4302 | |
| HeSS-Guided SparsificationBackbone=pi^3, Sparse Ratio=0.5, CDF Thr.=0.80, Sparsity=0.372026.03 | 0.97 | 6.2508 | |
| HeSS-Guided SparsificationBackbone=pi^3, Sparse Ratio=0.5, CDF Thr.=0.85, Sparsity=0.322026.03 | 0.9699 | 6.1476 | |
| HeSS-Guided SparsificationBackbone=pi^3, Sparse Ratio=0.5, CDF Thr.=0.70, Sparsity=0.462026.03 | 0.969 | 6.5217 | |
| SparseVGGTBackbone=pi^3, Sparse Ratio=0.6, CDF Thr.=0.93, Sparsity=0.222026.03 | 0.9688 | 6.167 | |
| SparseVGGTBackbone=pi^3, Sparse Ratio=0.5, CDF Thr.=0.90, Sparsity=0.252026.03 | 0.9683 | 6.2365 | |
| SparseVGGTBackbone=pi^3, Sparse Ratio=0.5, CDF Thr.=0.88, Sparsity=0.282026.03 | 0.9673 | 6.424 | |
| SparseVGGTBackbone=pi^3, Sparse Ratio=0.5, CDF Thr.=0.85, Sparsity=0.322026.03 | 0.9669 | 6.5726 | |
| SparseVGGTBackbone=pi^3, Sparse Ratio=0.5, CDF Thr.=0.80, Sparsity=0.372026.03 | 0.9652 | 6.856 | |
| SparseVGGTBackbone=pi^3, Sparse Ratio=0.5, CDF Thr.=0.75, Sparsity=0.422026.03 | 0.9646 | 7.0518 | |
| HeSS-Guided SparsificationBackbone=pi^3, Sparse Ratio=0.6, CDF Thr.=0.60, Sparsity=0.562026.03 | 0.9635 | 7.3988 | |
| HeSS-Guided SparsificationBackbone=pi^3, Sparse Ratio=0.7, CDF Thr.=0.70, Sparsity=0.512026.03 | 0.9631 | 7.4775 | |
| SparseVGGTBackbone=pi^3, Sparse Ratio=0.5, CDF Thr.=0.70, Sparsity=0.462026.03 | 0.9627 | 7.3248 | |
| HeSS-Guided SparsificationBackbone=pi^3, Sparse Ratio=0.6, CDF Thr.=0.40, Sparsity=0.602026.03 | 0.9627 | 7.5568 | |
| SparseVGGTBackbone=pi^3, Sparse Ratio=0.7, CDF Thr.=0.70, Sparsity=0.512026.03 | 0.9608 | 7.6261 | |
| SparseVGGTBackbone=pi^3, Sparse Ratio=0.6, CDF Thr.=0.60, Sparsity=0.562026.03 | 0.9596 | 7.9918 | |
| SparseVGGTBackbone=pi^3, Sparse Ratio=0.6, CDF Thr.=0.40, Sparsity=0.602026.03 | 0.9573 | 8.3667 | |
| HeSS-Guided SparsificationBackbone=VGGT, Sparse Ratio=0.1, CDF Thr.=0.97, Sparsity=0.072026.03 | 0.956 | 0.1493 | |
| HeSS-Guided SparsificationBackbone=VGGT, Sparse Ratio=0.5, CDF Thr.=0.97, Sparsity=0.112026.03 | 0.956 | 0.1453 | |
| HeSS-Guided SparsificationBackbone=VGGT, Sparse Ratio=0.3, CDF Thr.=0.97, Sparsity=0.102026.03 | 0.9558 | 0.1476 | |
| HeSS-Guided SparsificationBackbone=VGGT, Sparse Ratio=0.4, CDF Thr.=0.95, Sparsity=0.142026.03 | 0.9553 | 0.1444 | |
| SparseVGGTBackbone=VGGT, Sparse Ratio=0.1, CDF Thr.=0.97, Sparsity=0.072026.03 | 0.9545 | 0.1498 | |
| SparseVGGTBackbone=VGGT, Sparse Ratio=0.3, CDF Thr.=0.97, Sparsity=0.102026.03 | 0.9542 | 0.1493 | |
| SparseVGGTBackbone=VGGT, Sparse Ratio=0.5, CDF Thr.=0.97, Sparsity=0.112026.03 | 0.9539 | 0.152 | |
| SparseVGGTBackbone=VGGT, Sparse Ratio=0.4, CDF Thr.=0.95, Sparsity=0.142026.03 | 0.9517 | 0.1493 | |
| HeSS-Guided SparsificationBackbone=VGGT, Sparse Ratio=0.6, CDF Thr.=0.93, Sparsity=0.192026.03 | 0.9516 | 0.155 | |
| HeSS-Guided SparsificationBackbone=pi^3, Sparse Ratio=0.8, CDF Thr.=0.50, Sparsity=0.692026.03 | 0.9505 | 9.2602 | |
| HeSS-Guided SparsificationBackbone=VGGT, Sparse Ratio=0.5, CDF Thr.=0.90, Sparsity=0.232026.03 | 0.9504 | 0.1541 | |
| HeSS-Guided SparsificationBackbone=VGGT, Sparse Ratio=0.5, CDF Thr.=0.88, Sparsity=0.252026.03 | 0.9496 | 0.1569 | |
| SparseVGGTBackbone=pi^3, Sparse Ratio=0.8, CDF Thr.=0.50, Sparsity=0.692026.03 | 0.9495 | 9.5964 | |
| SparseVGGTBackbone=VGGT, Sparse Ratio=0.6, CDF Thr.=0.93, Sparsity=0.192026.03 | 0.9482 | 0.1608 | |
| HeSS-Guided SparsificationBackbone=VGGT, Sparse Ratio=0.5, CDF Thr.=0.85, Sparsity=0.292026.03 | 0.9466 | 0.1593 | |
| SparseVGGTBackbone=pi^3, Sparse Ratio=0.8, CDF Thr.=0.40, Sparsity=0.752026.03 | 0.9458 | 10.1408 | |
| HeSS-Guided SparsificationBackbone=pi^3, Sparse Ratio=0.8, CDF Thr.=0.40, Sparsity=0.752026.03 | 0.9455 | 9.4527 | |
| SparseVGGTBackbone=VGGT, Sparse Ratio=0.5, CDF Thr.=0.90, Sparsity=0.232026.03 | 0.9451 | 0.1592 | |
| SparseVGGTBackbone=VGGT, Sparse Ratio=0.5, CDF Thr.=0.88, Sparsity=0.252026.03 | 0.9426 | 0.164 | |
| HeSS-Guided SparsificationBackbone=VGGT, Sparse Ratio=0.5, CDF Thr.=0.80, Sparsity=0.352026.03 | 0.942 | 0.1631 | |
| HeSS-Guided SparsificationBackbone=VGGT, Sparse Ratio=0.5, CDF Thr.=0.75, Sparsity=0.392026.03 | 0.9396 | 0.1668 | |
| SparseVGGTBackbone=VGGT, Sparse Ratio=0.5, CDF Thr.=0.85, Sparsity=0.292026.03 | 0.9389 | 0.1662 | |
| HeSS-Guided SparsificationBackbone=VGGT, Sparse Ratio=0.5, CDF Thr.=0.70, Sparsity=0.432026.03 | 0.9389 | 0.1647 | |
| SparseVGGTBackbone=VGGT, Sparse Ratio=0.5, CDF Thr.=0.80, Sparsity=0.352026.03 | 0.9327 | 0.1786 | |
| HeSS-Guided SparsificationBackbone=VGGT, Sparse Ratio=0.6, CDF Thr.=0.60, Sparsity=0.542026.03 | 0.9312 | 0.1799 | |
| HeSS-Guided SparsificationBackbone=VGGT, Sparse Ratio=0.6, CDF Thr.=0.40, Sparsity=0.602026.03 | 0.9283 | 0.1814 | |
| HeSS-Guided SparsificationBackbone=VGGT, Sparse Ratio=0.7, CDF Thr.=0.70, Sparsity=0.482026.03 | 0.9273 | 0.1815 | |
| SparseVGGTBackbone=VGGT, Sparse Ratio=0.5, CDF Thr.=0.75, Sparsity=0.392026.03 | 0.9264 | 0.1896 | |
| SparseVGGTBackbone=VGGT, Sparse Ratio=0.5, CDF Thr.=0.70, Sparsity=0.432026.03 | 0.9231 | 0.187 | |
| SparseVGGTBackbone=VGGT, Sparse Ratio=0.7, CDF Thr.=0.70, Sparsity=0.482026.03 | 0.9187 | 0.1932 | |
| HeSS-Guided SparsificationBackbone=VGGT, Sparse Ratio=0.8, CDF Thr.=0.50, Sparsity=0.662026.03 | 0.913 | 0.2176 | |
| SparseVGGTBackbone=VGGT, Sparse Ratio=0.6, CDF Thr.=0.60, Sparsity=0.542026.03 | 0.9118 | 0.2128 | |
| HeSS-Guided SparsificationBackbone=VGGT, Sparse Ratio=0.8, CDF Thr.=0.40, Sparsity=0.732026.03 | 0.9115 | 0.2184 | |
| SparseVGGTBackbone=VGGT, Sparse Ratio=0.6, CDF Thr.=0.40, Sparsity=0.602026.03 | 0.8991 | 0.2234 | |
| SparseVGGTBackbone=VGGT, Sparse Ratio=0.8, CDF Thr.=0.50, Sparsity=0.662026.03 | 0.8954 | 0.2407 | |
| SparseVGGTBackbone=VGGT, Sparse Ratio=0.8, CDF Thr.=0.40, Sparsity=0.732026.03 | 0.8866 | 0.2527 |