Human action generation
Yan et al. (2019) CSGN:
"When the dancer is stepping, jumping and spinning on the stage, attentions of all audiences are attracted by the streamof the fluent and graceful movements. Building a model that is capable of dancing is as fascinating a task as appreciating the performance itself. In this paper, we aim to generate long-duration human actions represented as skeleton sequences, e.g. those that cover the entirety of a dance, with hundreds of moves and countless possible combinations."
( Image credit: Convolutional Sequence Generation for Skeleton-Based Action Synthesis )
Papers
Showing 11–13 of 13 papers
Benchmark Results
| # | Model | Metric | Claimed | Verified | Status |
|---|---|---|---|---|---|
| 1 | Deep Video Generation, Prediction and Completion of Human Action Sequences | MMDa | 0.42 | — | Unverified |
| 2 | Learning Diverse Stochastic Human-Action Generators by Learning Smooth Latent Transitions | MMDa | 0.2 | — | Unverified |
| 3 | c-GAN | MMDa | 0.16 | — | Unverified |
| 4 | SA-GCN | MMDa | 0.15 | — | Unverified |
| 5 | Kinetic-GAN | MMDa | 0.07 | — | Unverified |
| # | Model | Metric | Claimed | Verified | Status |
|---|---|---|---|---|---|
| 1 | SkeletonGAN | MMDa (CS) | 0.7 | — | Unverified |
| 2 | c-SkeletonGAN | MMDa (CS) | 0.34 | — | Unverified |
| 3 | c-GAN | MMDa (CS) | 0.33 | — | Unverified |
| 4 | SA-GCN | MMDa (CS) | 0.29 | — | Unverified |
| 5 | Kinetic-GAN | MMDa (CS) | 0.26 | — | Unverified |
| # | Model | Metric | Claimed | Verified | Status |
|---|---|---|---|---|---|
| 1 | c-GAN | FID (CS) | 27.48 | — | Unverified |
| 2 | CSGN | FID (CS) | 6.03 | — | Unverified |
| 3 | Kinetic-GAN | FID (CS) | 3.62 | — | Unverified |
| # | Model | Metric | Claimed | Verified | Status |
|---|---|---|---|---|---|
| 1 | c-GAN | FID (CS) | 54.4 | — | Unverified |
| 2 | Kinetic-GAN | FID (CS) | 5.97 | — | Unverified |
| # | Model | Metric | Claimed | Verified | Status |
|---|---|---|---|---|---|
| 1 | ODMO | Accuracy | 93.51 | — | Unverified |
| # | Model | Metric | Claimed | Verified | Status |
|---|---|---|---|---|---|
| 1 | ODMO | Accuracy | 97.81 | — | Unverified |
| # | Model | Metric | Claimed | Verified | Status |
|---|---|---|---|---|---|
| 1 | ODMO | Accuracy | 93.67 | — | Unverified |