MIControlNet balances silent-region data, MGDA-style feature fusion, and a Jacobian-symmetry loss to reduce multi-ControlNet conflicts and improve multi-condition FID.
• The conservativity loss, particularly for Canny combined with other conditions, achieves a consistent improvement of approximately 3 points in FID
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Minimal Impact ControlNet: Advancing Multi-ControlNet Integration
MIControlNet balances silent-region data, MGDA-style feature fusion, and a Jacobian-symmetry loss to reduce multi-ControlNet conflicts and improve multi-condition FID.