We introduce a bounded push–pull objective in diffusion cross-attention space that
erases a target concept while limiting collateral damage, improving erasure–preservation
trade-off with controllable erasure strength.
Original
ESD
UCE
MACE
AC
SUMA
DUO
Ours
EraseObama
Obama
Will Smith
EraseVan Gogh
Van Gogh
Picasso
Original
ESD
UCE
MACE
AC
SUMA
DUO
Ours
EraseObama
Obama
Will Smith
+
EraseMargot Robbie
Margot Robbie
Amber Heard
EraseVan Gogh
Van Gogh
Picasso
ErasePicasso
Picasso
Claude Monet
EraseGrumpy Cat
Grumpy Cat
Persian Cat
Original
Controllable Erasure Strength (Ours)
Animated
Erase
Goku
Erase
Grumpy Cat
Our method erases the target concept (e.g.,
Barack Obama identity and
Van Gogh style) while preserving
non-target concepts (e.g.,
Will Smith identity and
Picasso style). Compared with existing approaches,
our method achieves a favorable erasure–preservation trade-off with controllable erasure strength.