Vision-Language Prompting on Average of 11 datasets
80.48HM ScoreCoPrompt
Evaluation results
| Method | Links | |
|---|---|---|
| CoPromptParams (M)=3.818, VRAM (GB)=2.62, Train (min)=9.6, Train (ms/img)=20.49, Infer (ms/img)=1.39, FPS=791.7, GFLOP=342.3, Backbone=ViT-B/16, Hardware=single A60002026.02 | 80.48 | |
| MMAParams (M)=0.581, VRAM (GB)=2.57, Train (min)=7.9, Train (ms/img)=25.84, Infer (ms/img)=2.39, FPS=489.6, GFLOP=326.5, Backbone=ViT-B/16, Hardware=single A60002026.02 | 79.87 | |
| MMLoPParams (M)=0.012, VRAM (GB)=2.33, Train (min)=24.7, Train (ms/img)=20.28, Infer (ms/img)=1.79, FPS=638.0, GFLOP=324.9, Backbone=ViT-B/16, Hardware=single A60002026.02 | 79.7 | |
| PromptSRCParams (M)=0.046, VRAM (GB)=2.99, Train (min)=44.7, Train (ms/img)=30.16, Infer (ms/img)=2.29, FPS=530.0, GFLOP=324.9, Backbone=ViT-B/16, Hardware=single A60002026.02 | 79.62 | |
| Block-LoRAParams (M)=0.230, VRAM (GB)=4.39, Train (min)=56.4, Train (ms/img)=33.53, Infer (ms/img)=1.82, FPS=555.5, GFLOP=324.7, Backbone=ViT-B/16, Hardware=single A60002026.02 | 78.82 | |
| Comp-LoRAParams (M)=0.184, VRAM (GB)=4.62, Train (min)=41.6, Train (ms/img)=33.20, Infer (ms/img)=1.83, FPS=552.0, GFLOP=346.2, Backbone=ViT-B/16, Hardware=single A60002026.02 | 78.77 | |
| MaPLeParams (M)=3.555, VRAM (GB)=2.27, Train (min)=7.8, Train (ms/img)=19.75, Infer (ms/img)=2.03, FPS=545.4, GFLOP=324.7, Backbone=ViT-B/16, Hardware=single A60002026.02 | 78.55 | |
| CLIP-LoRAParams (M)=0.184, VRAM (GB)=4.39, Train (min)=41.4, Train (ms/img)=34.32, Infer (ms/img)=2.27, FPS=487.8, GFLOP=324.7, Backbone=ViT-B/16, Hardware=single A60002026.02 | 77.28 | |
| CoOpParams (M)=0.008, VRAM (GB)=1.96, Train (min)=58.1, Train (ms/img)=19.39, Infer (ms/img)=1.94, FPS=561.6, GFLOP=324.6, Backbone=ViT-B/16, Hardware=single A60002026.02 | 71.66 |