Instance Segmentation on COCO 2017 (BD Metrics)
-81.897BD-Ratefull fine-tuning
Evaluation results
| Method | Links | ||
|---|---|---|---|
| full fine-tuningBase Codec=DCAE, Venue=–, Trainable Params=119.40 (100.00%)2026.04 | -81.897 | 3.049 | |
| full fine-tuningBase Codec=ELIC, Venue=–, Trainable Params=33.79 (100.00%)2026.04 | -70.153 | 4.158 | |
| S2-CoTBase Codec=DCAE, Venue=–, Trainable Params=0.42 (0.35%)2026.04 | -68.363 | 2.743 | |
| Adapt-ICMHBase Codec=DCAE, Venue=ECCV'24, Trainable Params=0.36 (0.30%)2026.04 | -63.24 | 2.404 | |
| S2-CoTBase Codec=ELIC, Venue=–, Trainable Params=0.74 (2.19%)2026.04 | -59.214 | 3.174 | |
| SVD-LoRABase Codec=DCAE, Venue=CVPR'25, Trainable Params=0.17 (0.14%)2026.04 | -54.371 | 2.229 | |
| Adapt-ICMHBase Codec=ELIC, Venue=ECCV'24, Trainable Params=0.41 (1.21%)2026.04 | -51.173 | 2.861 | |
| TransTICBase Codec=DCAE, Venue=ICCV'23, Trainable Params=1.13 (0.95%)2026.04 | -50.12 | 2.271 | |
| SVD-LoRABase Codec=ELIC, Venue=CVPR'25, Trainable Params=0.41 (1.21%)2026.04 | -42.721 | 1.948 | |
| Channel SelectionBase Codec=DCAE, Venue=ICPR'22, Trainable Params=2.68 (2.24%)2026.04 | -18.661 | 0.747 | |
| Channel SelectionBase Codec=ELIC, Venue=ICPR'22, Trainable Params=2.68 (7.93%)2026.04 | -11.041 | 0.591 |