The invention discloses a water-rich stratum underground cavity targeted treatment method, and relates to the field of underground cavity targeted treatment, and the method comprises the steps: constructing an underground cavity recognition model through improved YOLOv8, and recognizing an underground cavity in a water-rich stratum; a three-dimensional geologic model is constructed, a drilling track pointing to the cavity from the
earth surface or the existing structure is designed, targeted drilling is constructed, and a treatment channel is formed; with the cavity as the center, curtain grouting holes are formed, rapid-hardening type double-liquid
grout is injected, and a three-dimensional waterproof curtain is formed; underground water in the three-dimensional waterproof curtain is guided and drained through part of targeted
drill holes, and desilting is conducted; and self-compacting
filling materials are pumped into the cavity through the other targeted
drill holes for main body backfilling, and cavity cracks are reinforced by adopting a
sleeve valve pipe grouting technology. And the filling and reinforcing effect is verified, and a
monitoring system is arranged to monitor the stratum stability. Through a technical path of combining
artificial intelligence identification, three-dimensional accurate positioning and active three-dimensional
water stop, safe and efficient targeted treatment of the underground cavity of the water-rich stratum is realized.