Object Unlearning research benchmarks

Benchmarks

Dataset NameSOTA methodMetricTrendResultsLast Updated

UnlearnCanvas

FADE

98.55Unlearning Accuracy (UA)

Jun 1, 2026

Imagenette Object Unlearning Subset

ORI

0ERASE FID

Jun 2, 2026

Object Unlearning

SurgUn

95.36Unlearning Accuracy (UA)

Mar 4, 2026

UnlearnCanvas

UCE

94.31Unlearning Accuracy (UA)

Mar 4, 2026

Object-Parachute

Text-only

4ESD

Mar 18, 2026

Object Church

Text & R noise

0ESD

Feb 26, 2026

Imagenette (test)

SD v1.5

89.1Garbage Truck Accuracy

Feb 26, 2026

COCO-10k Tench concept v1.4 base model (val)

SD v1.4 (Base)

100ASR1

Feb 26, 2026

COCO 10k Parachute concept base model v1.4 (val)

SD v1.4 (Base)

1ASR1

Feb 26, 2026

COCO-10k Garbage Truck concept base model v1.4 (val)

SD v1.4 (Base)

100ASR 1

Feb 26, 2026

SD 2

ORI

0ERASE FID

Jun 2, 2026

UnlearnCanvas objects

SAEmnesia Baseline

97.6Object UA (Before)

Jul 1, 2026