EF Grading on CAMUS Normal (test)
88AccuracyEchoAgent
Evaluation results
| Method | Links | ||
|---|---|---|---|
| EchoAgentCapabilities (H)=⋆, Capabilities (M)=⋆, Capabilities (E-H-M)=⋆2026.04 | 88 | 83.87 | |
| GPT-5*Capabilities (H)=✓, Capabilities (M)=✓, Capabilities (E-H-M)=✓2026.04 | 78 | 69.52 | |
| OnimiaNetCapabilities (H)=✓, Capabilities (M)=✗, Capabilities (E-H-M)=✗2026.04 | 74 | 64.81 | |
| H2formerCapabilities (H)=✓, Capabilities (M)=✗, Capabilities (E-H-M)=✗2026.04 | 74 | 59.16 | |
| EchoONECapabilities (H)=✓, Capabilities (M)=✗, Capabilities (E-H-M)=✗2026.04 | 74 | 63.54 | |
| MemSAMCapabilities (H)=✓, Capabilities (M)=✗, Capabilities (E-H-M)=✗2026.04 | 73 | 52.29 | |
| LLaVA-MedCapabilities (H)=✗, Capabilities (M)=✓, Capabilities (E-H-M)=✗2026.04 | 48 | 47.43 | |
| GPT-5Capabilities (H)=✗, Capabilities (M)=✓, Capabilities (E-H-M)=✗2026.04 | 44 | 44.72 | |
| Deepseek-VL2Capabilities (H)=✗, Capabilities (M)=✓, Capabilities (E-H-M)=✗2026.04 | 40 | 12.75 | |
| Qwen2.5-7B-VLCapabilities (H)=✗, Capabilities (M)=✓, Capabilities (E-H-M)=✗2026.04 | 39 | 12.58 |