Object Detection on COCO 2017 (BD-Rate/BD-mAP)
-84.677BD-Ratefull fine-tuning
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| full fine-tuningBase Codec=DCAE, Venue=–, Trainable Params=119.40 (100.00%)2026.04 | -84.677 | 4.002 | |
| full fine-tuningBase Codec=ELIC, Venue=–, Trainable Params=33.79 (100.00%)2026.04 | -70.409 | 5.745 | |
| S2-CoTBase Codec=DCAE, Venue=–, Trainable Params=0.42 (0.35%)2026.04 | -68.882 | 3.361 | |
| Adapt-ICMHBase Codec=DCAE, Venue=ECCV'24, Trainable Params=0.36 (0.30%)2026.04 | -64.608 | 2.863 | |
| S2-CoTBase Codec=ELIC, Venue=–, Trainable Params=0.74 (2.19%)2026.04 | -60.046 | 4.051 | |
| SVD-LoRABase Codec=DCAE, Venue=CVPR'25, Trainable Params=0.17 (0.14%)2026.04 | -58.166 | 2.3 | |
| Adapt-ICMHBase Codec=ELIC, Venue=ECCV'24, Trainable Params=0.41 (1.21%)2026.04 | -54.844 | 3.379 | |
| TransTICBase Codec=DCAE, Venue=ICCV'23, Trainable Params=1.13 (0.95%)2026.04 | -49.269 | 2.339 | |
| SVD-LoRABase Codec=ELIC, Venue=CVPR'25, Trainable Params=0.41 (1.21%)2026.04 | -41.19 | 2.149 | |
| Channel SelectionBase Codec=DCAE, Venue=ICPR'22, Trainable Params=2.68 (2.24%)2026.04 | -24.498 | 0.977 | |
| Channel SelectionBase Codec=ELIC, Venue=ICPR'22, Trainable Params=2.68 (7.93%)2026.04 | -23.235 | 1.518 |