General

FlySearch

FlySearch: object-goal navigation / exploration benchmark for VLMs in a photorealistic 3D UE5 simulation. A VLM pilots a drone via relative-move commands to find a described object. Scenario sets FS-1 (forest+city), FS-2 (harder city scenes) and FS-Anomaly; success measured per episode.

1,384items
10subjects
MITlicense
agents_and_tool_usedomain
textmodality
imagemodality
item-level responses released
Saturation status: Unknown

Response matrix

Fit to width. Hover for subject & item; click a cell for details.

FlySearch response matrix: AI models (rows) against items (columns)
Correct (1)Incorrect (0)Unobserved

Scale: 1 = correct · 0 = incorrect

Subjects

  1. 1Gemini 2.0 flash0.3983
  2. 2Claude 3.5 Sonnet0.2913
  3. 3GPT-4o0.2737
  4. 4Pixtral-Large0.2483
  5. 5Qwen2-VL 72B0.14
  6. 6Llava-Onevision 72B0.0917
  7. 7InternVL-2.5 8B MPO0.025
  8. 8Llava-Interleave 7B0.005
  9. 9Gemma 3 27B0.005
  10. 10Phi 3.5 vision0