Hand Pose Estimation
Hand pose estimation is the task of finding the joints of the hand from an image or set of video frames.
( Image credit: Pose-REN )
Papers
Showing 1–10 of 260 papers
Benchmark Results
| # | Model | Metric | Claimed | Verified | Status |
|---|---|---|---|---|---|
| 1 | REN | Average 3D Error | 15.6 | — | Unverified |
| 2 | REN | Average 3D Error | 12.7 | — | Unverified |
| 3 | DeepPrior++ | Average 3D Error | 12.3 | — | Unverified |
| 4 | Pose-REN | Average 3D Error | 11.8 | — | Unverified |
| 5 | Dense Pixel-wise Estimation | Average 3D Error | 10.2 | — | Unverified |
| 6 | SHPR-Net | Average 3D Error | 9.37 | — | Unverified |
| 7 | PixelwiseRegression | Average 3D Error | 9.17 | — | Unverified |
| 8 | MuTr - Full-Scene Image | Average 3D Error | 8.71 | — | Unverified |
| 9 | A2J | Average 3D Error | 8.61 | — | Unverified |
| 10 | HandFoldingNet | Average 3D Error | 8.58 | — | Unverified |
| # | Model | Metric | Claimed | Verified | Status |
|---|---|---|---|---|---|
| 1 | DeepPrior++ | Average 3D Error | 8.1 | — | Unverified |
| 2 | REN | Average 3D Error | 7.5 | — | Unverified |
| 3 | Tree Region Ensemble Network | Average 3D Error | 7.31 | — | Unverified |
| 4 | Dense Pixel-wise Estimation | Average 3D Error | 7.3 | — | Unverified |
| 5 | SHPR-Net | Average 3D Error | 7.22 | — | Unverified |
| 6 | Pose-REN | Average 3D Error | 6.8 | — | Unverified |
| 7 | A2J | Average 3D Error | 6.46 | — | Unverified |
| 8 | V2V-PoseNet | Average 3D Error | 6.28 | — | Unverified |
| 9 | PixelwiseRegression | Average 3D Error | 6.15 | — | Unverified |
| 10 | Teacher-Student | Average 3D Error | 5.99 | — | Unverified |
| # | Model | Metric | Claimed | Verified | Status |
|---|---|---|---|---|---|
| 1 | REN | Average 3D Error | 9.8 | — | Unverified |
| 2 | DeepPrior++ | Average 3D Error | 9.5 | — | Unverified |
| 3 | Pose-REN | Average 3D Error | 8.6 | — | Unverified |
| 4 | PixelwiseRegression | Average 3D Error | 7.99 | — | Unverified |
| 5 | SHPR-Net | Average 3D Error | 7.76 | — | Unverified |
| 6 | V2V-PoseNet | Average 3D Error | 7.49 | — | Unverified |
| 7 | HandFoldingNet | Average 3D Error | 7.34 | — | Unverified |
| 8 | Dense Pixel-wise Estimation | Average 3D Error | 7.2 | — | Unverified |
| 9 | Teacher-Student | Average 3D Error | 7.18 | — | Unverified |
| 10 | AWR | Average 3D Error | 7.15 | — | Unverified |
| # | Model | Metric | Claimed | Verified | Status |
|---|---|---|---|---|---|
| 1 | Vanora | Average 3D Error | 11.91 | — | Unverified |
| 2 | Pose-REN | Average 3D Error | 11.7 | — | Unverified |
| 3 | Oasis | Average 3D Error | 11.3 | — | Unverified |
| 4 | PixelwiseRegression | Average 3D Error | 10.57 | — | Unverified |
| 5 | RCN-3D | Average 3D Error | 9.97 | — | Unverified |
| 6 | V2V-PoseNet | Average 3D Error | 9.95 | — | Unverified |
| 7 | A2J | Average 3D Error | 8.57 | — | Unverified |
| 8 | V2V-NTIS | Average 3D Error | 7.51 | — | Unverified |
| 9 | AWR | Average 3D Error | 7.48 | — | Unverified |
| # | Model | Metric | Claimed | Verified | Status |
|---|---|---|---|---|---|
| 1 | AWR | Average 3D Error | 13.76 | — | Unverified |
| 2 | HandAugment | Average 3D Error | 13.66 | — | Unverified |
| 3 | Ours-15views | Average 3D Error | 12.51 | — | Unverified |
| # | Model | Metric | Claimed | Verified | Status |
|---|---|---|---|---|---|
| 1 | Hand4Whole | MPJPE | 86.6 | — | Unverified |
| # | Model | Metric | Claimed | Verified | Status |
|---|---|---|---|---|---|
| 1 | FINNger | 1:1 Accuracy | 98 | — | Unverified |
| # | Model | Metric | Claimed | Verified | Status |
|---|---|---|---|---|---|
| 1 | Ours-15views | Error (mm) | 4.76 | — | Unverified |
| # | Model | Metric | Claimed | Verified | Status |
|---|---|---|---|---|---|
| 1 | A2J | PDJ@5mm | 76.3 | — | Unverified |