Computational Efficiency on Malicious Prompt Detection Benchmarks
0.34Detection Time (s)VLMShield
Evaluation results
| Method | Links | ||
|---|---|---|---|
| VLMShieldBackbone=LLaVA-1.5-13B2026.04 | 0.34 | 8.36 | |
| VLMShieldBackbone=Qwen2.5-VL-7B-Instruct2026.04 | 0.34 | 4.2 | |
| CIDERBackbone=LLaVA-1.5-13B2026.04 | 1.42 | 9.44 | |
| CIDERBackbone=Qwen2.5-VL-7B-Instruct2026.04 | 1.42 | 5.28 | |
| ASTRABackbone=Qwen2.5-VL-7B-Instruct2026.04 | 1.62 | 5.58 | |
| ECSOBackbone=Qwen2.5-VL-7B-Instruct2026.04 | 1.83 | 5.69 | |
| VLMGuardBackbone=Qwen2.5-VL-7B-Instruct2026.04 | 1.95 | 5.81 | |
| ASTRABackbone=LLaVA-1.5-13B2026.04 | 2.07 | 10.09 | |
| VLMGuardBackbone=LLaVA-1.5-13B2026.04 | 2.33 | 10.35 | |
| ECSOBackbone=LLaVA-1.5-13B2026.04 | 2.52 | 10.54 | |
| MirrorCheckBackbone=LLaVA-1.5-13B2026.04 | 3.19 | 11.21 | |
| MirrorCheckBackbone=Qwen2.5-VL-7B-Instruct2026.04 | 3.19 | 7.05 | |
| JailGuardBackbone=Qwen2.5-VL-7B-Instruct2026.04 | 208.05 | 211.91 | |
| JailGuardBackbone=LLaVA-1.5-13B2026.04 | 291.48 | 299.5 |