EF Grading on CAMUS Mildly reduced (test)
80AccuracyEchoAgent
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| EchoAgentCapabilities (H)=⋆, Capabilities (M)=⋆, Capabilities (E-H-M)=⋆2026.04 | 80 | 80.16 | |
| OnimiaNetCapabilities (H)=✓, Capabilities (M)=✗, Capabilities (E-H-M)=✗2026.04 | 74 | 71.76 | |
| GPT-5*Capabilities (H)=✓, Capabilities (M)=✓, Capabilities (E-H-M)=✓2026.04 | 69 | 69.04 | |
| H2formerCapabilities (H)=✓, Capabilities (M)=✗, Capabilities (E-H-M)=✗2026.04 | 65 | 58.57 | |
| EchoONECapabilities (H)=✓, Capabilities (M)=✗, Capabilities (E-H-M)=✗2026.04 | 64 | 62.32 | |
| GPT-5Capabilities (H)=✗, Capabilities (M)=✓, Capabilities (E-H-M)=✗2026.04 | 61 | 0 | |
| Deepseek-VL2Capabilities (H)=✗, Capabilities (M)=✓, Capabilities (E-H-M)=✗2026.04 | 60 | 0 | |
| LLaVA-MedCapabilities (H)=✗, Capabilities (M)=✓, Capabilities (E-H-M)=✗2026.04 | 58 | 43.05 | |
| Qwen2.5-7B-VLCapabilities (H)=✗, Capabilities (M)=✓, Capabilities (E-H-M)=✗2026.04 | 58 | 0 | |
| MemSAMCapabilities (H)=✓, Capabilities (M)=✗, Capabilities (E-H-M)=✗2026.04 | 53 | 46.06 |