Gesture Recognition
Gesture Recognition is an active field of research with applications such as automatic recognition of sign language, interaction of humans and robots or for new ways of controlling video games.
Source: Gesture Recognition in RGB Videos Using Human Body Keypoints and Dynamic Time Warping
Papers
No papers found.
All datasetsDVS128 GestureCapgMyo DB-aCapgMyo DB-bCapgMyo DB-cChaLearn 2013Chalearn 2014ChaLearn 2016GesturePodMontalbanoMSRC-12Ninapro DB-1 12 gesturesNinapro DB-1 8 gestures
Benchmark Results
| # | Model | Metric | Claimed | Verified | Status |
|---|---|---|---|---|---|
| 1 | TENNs-PLEIADES | Accuracy (%) | 100 | — | Unverified |
| 2 | mMND (BPTT) | Accuracy (%) | 98 | — | Unverified |
| 3 | EGRU | Accuracy (%) | 97.8 | — | Unverified |
| 4 | AlexNet+LSTM | Accuracy (%) | 97.73 | — | Unverified |
| 5 | S-TLLR | Accuracy (%) | 97.72 | — | Unverified |
| 6 | Event-SSM | Accuracy (%) | 97.7 | — | Unverified |
| 7 | STL-SNN | Accuracy (%) | 97.22 | — | Unverified |
| 8 | OTTT | Accuracy (%) | 96.88 | — | Unverified |
| 9 | STS-ResNet | Accuracy (%) | 96.7 | — | Unverified |
| 10 | mMND (STDP) | Accuracy (%) | 96.6 | — | Unverified |
| # | Model | Metric | Claimed | Verified | Status |
|---|---|---|---|---|---|
| 1 | 2SRNN | Accuracy | 97.1 | — | Unverified |
| # | Model | Metric | Claimed | Verified | Status |
|---|---|---|---|---|---|
| 1 | 2SRNN | Accuracy | 97.1 | — | Unverified |
| # | Model | Metric | Claimed | Verified | Status |
|---|---|---|---|---|---|
| 1 | 2SRNN | Accuracy | 96.8 | — | Unverified |
| # | Model | Metric | Claimed | Verified | Status |
|---|---|---|---|---|---|
| 1 | 3S Net TTM | Accuracy | 92.08 | — | Unverified |
| # | Model | Metric | Claimed | Verified | Status |
|---|---|---|---|---|---|
| 1 | 3D-CNN + LSTM | Accuracy | 93.2 | — | Unverified |
| # | Model | Metric | Claimed | Verified | Status |
|---|---|---|---|---|---|
| 1 | 3S Net TTM | Accuracy | 39.95 | — | Unverified |
| # | Model | Metric | Claimed | Verified | Status |
|---|---|---|---|---|---|
| 1 | GesturePod | Real World Accuracy | 92 | — | Unverified |
| # | Model | Metric | Claimed | Verified | Status |
|---|---|---|---|---|---|
| 1 | Temp Conv + LSTM | Error rate | 2.77 | — | Unverified |
| # | Model | Metric | Claimed | Verified | Status |
|---|---|---|---|---|---|
| 1 | 3S Net TTM | Accuracy | 99.01 | — | Unverified |
| # | Model | Metric | Claimed | Verified | Status |
|---|---|---|---|---|---|
| 1 | 2SRNN | Accuracy | 84.7 | — | Unverified |
| # | Model | Metric | Claimed | Verified | Status |
|---|---|---|---|---|---|
| 1 | 2SRNN | Accuracy | 90.7 | — | Unverified |
| # | Model | Metric | Claimed | Verified | Status |
|---|---|---|---|---|---|
| 1 | PointLSTM | 14 gestures accuracy | 95.9 | — | Unverified |