Image Classification on ImageNet (BD-Rate and BD-Acc)
17.688BD-Accfull fine-tuning
Evaluation results
| Method | Links | ||
|---|---|---|---|
| full fine-tuningCodec=Lu2022-TIC, Trainable Params=7.51 (100%)2026.04 | 17.688 | — | |
| OursCodec=Lu2022-TIC, Trainable Params=0.42 (5.59%)2026.04 | 17.351 | -93.453 | |
| Adapt-ICMHCodec=Lu2022-TIC, Trainable Params=0.29 (3.86%)2026.04 | 16.901 | -88.573 | |
| TransTICCodec=Lu2022-TIC, Trainable Params=1.62 (21.57%)2026.04 | 9.956 | -58.529 | |
| SVD-LoRACodec=Lu2022-TIC, Trainable Params=0.09 (1.20%)2026.04 | 7.92 | -50.162 | |
| Channel SelectionCodec=Lu2022-TIC, Trainable Params=0.92 (12.25%)2026.04 | 6.278 | -37.178 | |
| ICMH-NetCodec=Lu2022-TIC, Trainable Params=3.98 (53.00%)2026.04 | 3.36 | -18.759 |