Agitation score prediction on Bridge2AI (speaker-independent CV)
0.64Pearson Correlation (ρ)Kaczmarek-Majer et al.
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| Kaczmarek-Majer et al.Approach=Hand-crafted + SVM2026.05 | 0.64 | — | |
| Pan et al.Approach=MFCC + XGBoost2026.05 | 0.58 | — | |
| Zhang et al.Approach=Speech rate + formants2026.05 | 0.52 | — | |
| Akti et al.Approach=Non-AR VAE + adversarial, Size (KB)=1,200, Latency (ms)=452026.05 | 0.31 | 38 | |
| Cho et al.Approach=Self-sup. distillation, Size (KB)=2,100, Latency (ms)=622026.05 | 0.28 | 35 | |
| Zhu et al.Approach=Diffusion + adversarial, Size (KB)=3,400, Latency (ms)=1802026.05 | 0.25 | 32 | |
| ShkolnikovApproach=Learnable pulse atten., Size (KB)=520, Latency (ms)=232026.05 | 0.22 | — | |
| Feng et al.Approach=INT4 quantization, Size (KB)=640, Latency (ms)=1202026.05 | 0.18 | — | |
| Hong et al.Approach=Layer-adaptive PTQ, Size (KB)=450, Latency (ms)=422026.05 | 0.14 | — | |
| Wong et al.Approach=Compressed attention, Size (KB)=480, Latency (ms)=852026.05 | 0.12 | — | |
| MP-IBApproach=Precision-based IB + OPL, Size (KB)=617, Latency (ms)=23.42026.05 | 0.117 | 42 | |
| Xu et al.Approach=Mixed INT4/INT8, Size (KB)=420, Latency (ms)=382026.05 | 0.11 | — | |
| MI-Minimization (MINE)Approach=MINE + gradient reversal, Size (KB)=1,040, Latency (ms)=482026.05 | 0.095 | 31 | |
| Li et al.Approach=1-bit stochastic precision, Size (KB)=180, Latency (ms)=312026.05 | 0.09 | — | |
| β-VAE DisentanglementApproach=Factorized VAE, Size (KB)=900, Latency (ms)=522026.05 | 0.089 | 25 | |
| Adversarial-MLPApproach=Gradient Reversal Layer, Size (KB)=90, Latency (ms)=152026.05 | 0.072 | 20 | |
| Shallow CNN (120K)Approach=3-layer CNN + GAP, Size (KB)=240, Latency (ms)=18.52026.05 | 0.058 | — | |
| WavLM-AdapterApproach=LoRA on 94M model, Size (KB)=189,600, Latency (ms)=2402026.05 | 0.042 | 15 | |
| Hand-Crafted ProsodyApproach=SVM on 23 features2026.05 | 0.031 | — | |
| ECAPA-TDNN-AdapterApproach=LoRA on 6.7M model, Size (KB)=13,400, Latency (ms)=922026.05 | 0.031 | 22 | |
| WavLM-Adapter+SSLApproach=WavLM + in-domain PT, Size (KB)=189,600, Latency (ms)=2562026.05 | 0.031 | 19 |