Pipeline · which one to pick?
Quick
Qwen-VL · ~7s
Single-call open identification using Qwen-VL. Fastest, but accuracy depends on whether the species' aliases are well-covered in our DB.
Standard
Doubao · ~30s · default
Single-call open identification using Doubao. Slower than Quick but more accurate; best speed/accuracy balance for everyday use.
Deep
Doubao 2-stage · ~60s
Two-stage pipeline: Stage A extracts visual features → Stage B recalls candidate species from the DB → Stage C picks the best match. Slowest, sometimes resolves species that single-call confuses.
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