3D Point Cloud Classification
Papers
Showing 201–202 of 202 papers
Benchmark Results
| # | Model | Metric | Claimed | Verified | Status |
|---|---|---|---|---|---|
| 1 | PointGST | Overall Accuracy | 95.3 | — | Unverified |
| 2 | Mamba3D + Point-MAE | Overall Accuracy | 95.1 | — | Unverified |
| 3 | ReCon++ | Overall Accuracy | 95 | — | Unverified |
| 4 | PointGPT | Overall Accuracy | 94.9 | — | Unverified |
| 5 | point2vec | Overall Accuracy | 94.8 | — | Unverified |
| 6 | AsymDSD-B* (no voting) | Overall Accuracy | 94.7 | — | Unverified |
| 7 | ULIP + PointMLP | Overall Accuracy | 94.7 | — | Unverified |
| 8 | ReCon | Overall Accuracy | 94.7 | — | Unverified |
| 9 | RepSurf-U | Overall Accuracy | 94.7 | — | Unverified |
| 10 | PointMLP+HyCoRe | Overall Accuracy | 94.5 | — | Unverified |
| # | Model | Metric | Claimed | Verified | Status |
|---|---|---|---|---|---|
| 1 | OmniVec2 | Overall Accuracy | 97.2 | — | Unverified |
| 2 | PointGST | Overall Accuracy | 96.18 | — | Unverified |
| 3 | OmniVec | Overall Accuracy | 96.1 | — | Unverified |
| 4 | GPSFormer | Overall Accuracy | 95.4 | — | Unverified |
| 5 | ReCon++ | Overall Accuracy | 95.25 | — | Unverified |
| 6 | AsymDSD-B* (no voting) | Overall Accuracy | 93.72 | — | Unverified |
| 7 | PointGPT | Overall Accuracy | 93.4 | — | Unverified |
| 8 | GPSFormer-elite | Overall Accuracy | 93.3 | — | Unverified |
| 9 | Mamba3D | Overall Accuracy | 92.64 | — | Unverified |
| 10 | Mamba3D (no voting) | Overall Accuracy | 91.81 | — | Unverified |
| # | Model | Metric | Claimed | Verified | Status |
|---|---|---|---|---|---|
| 1 | PointNet | Error Rate | 0.28 | — | Unverified |
| 2 | SimpleView | Error Rate | 0.27 | — | Unverified |
| 3 | RSCNN | Error Rate | 0.26 | — | Unverified |
| 4 | DGCNN | Error Rate | 0.26 | — | Unverified |
| 5 | PCT | Error Rate | 0.26 | — | Unverified |
| 6 | PointNet++ | Error Rate | 0.24 | — | Unverified |
| 7 | PointNet++/+PointMixup | Error Rate | 0.19 | — | Unverified |
| 8 | PointNet++/+PointCutMix-R | Error Rate | 0.19 | — | Unverified |
| 9 | DGCNN+PointCutMix-R | Error Rate | 0.17 | — | Unverified |
| 10 | PCT+RSMix | Error Rate | 0.17 | — | Unverified |