Image Classification on ImageNet 1K (val) (BD-Rate)
-7.74BD-RateTIC†
Evaluation Results
| Method | Links | |
|---|---|---|
| TIC†GMACs (Enc.)=19.8, GMACs (Dec.)=19.7, #Params (M)=7.17(-4.5%), #Train.Params (M)=1.24, #Act.Params (M)=6.252026.06 | -7.74 | |
| AdaptICMH-LargeGMACs (Enc.)=65.0, GMACs (Dec.)=75.9, #Params (M)=8.95(+19.2%), #Train.Params (M)=1.44, #Act.Params (M)=8.952026.06 | 4.7 | |
| AdaptICMHGMACs (Enc.)=31.2, GMACs (Dec.)=31.1, #Params (M)=7.80(+3.8%), #Train.Params (M)=0.29, #Act.Params (M)=7.802026.06 | 5.01 | |
| TransTICGMACs (Enc.)=65.6, GMACs (Dec.)=39.9, #Params (M)=9.12(+21.4%), #Train.Params (M)=1.61, #Act.Params (M)=9.122026.06 | 35.77 |