Cross-dataset generalization on 10 Target Datasets (test)
67.34Avg AccMMRL++
Evaluation results
| Method | Links | |
|---|---|---|
| MMRL++mode=Target Average2025.05 | 67.34 | |
| MMRLmode=Target Average2025.05 | 67.15 | |
| Skip TuningTraining Time (s)=1139, Memory Usage (M)=6562024.12 | 67 | |
| MMAmode=Target Average2025.05 | 66.34 | |
| MaPLeTraining Time (s)=4942, Memory Usage (M)=137862024.12 | 66.3 | |
| TCPTraining Time (s)=16174, Memory Usage (M)=152632024.12 | 66.29 | |
| MaPLemode=Target Average2025.05 | 66.06 | |
| TCPmode=Target Average2025.05 | 66.05 | |
| ProSRC.Training Time (s)=50091, Memory Usage (M)=141072024.12 | 65.81 | |
| PromptSRCmode=Target Average2025.05 | 65.75 | |
| CoCoOpTraining Time (s)=93917, Memory Usage (M)=136222024.12 | 65.74 | |
| DePTTraining Time (s)=22796, Memory Usage (M)=137832024.12 | 65.55 | |
| KgCoOpTraining Time (s)=31636, Memory Usage (M)=152542024.12 | 65.51 | |
| CoOpOpmode=Target Average2025.05 | 65.31 | |
| CoProTraining Time (s)=19161, Memory Usage (M)=141312024.12 | 64.81 | |
| CoOpTraining Time (s)=31632, Memory Usage (M)=154122024.12 | 63.88 | |
| CoOpmode=Target Average2025.05 | 63.62 | |
| ProGradTraining Time (s)=56223, Memory Usage (M)=154122024.12 | 62.71 |