Concept

UniEnt

An open-set test-time adaptation method that serves as a comparison baseline and shows second-best performance in ImageNet-C evaluations.

Timeline (last 90 days)

Oct 28

In evaluations on the ImageNet-C benchmark with six csOOD datasets, TALOR's H-score is 2.2% higher than the next-best method UniEnt.

Unverified50%

Oct 28

In the same evaluation, TALOR runs 2.5 times faster than UniEnt and uses only 12% of UniEnt's GPU memory.

Unverified50%

In evaluations on the ImageNet-C benchmark with six csOOD datasets, TALOR's H-score is 2.2% higher than the next-best method UniEnt.

In the same evaluation, TALOR runs 2.5 times faster than UniEnt and uses only 12% of UniEnt's GPU memory.