Marine Animal Segmentation on MAS3K

0.807mIoUHFP-SAM2

Evaluation results

Method
HFP-SAM22026.03	0.807	0.891	0.863	—	0.022
HFP-SAM2026.03	0.797	0.888	0.845	—	0.024
Dual-SAM2024.04	0.789	0.884	0.838	0.933	0.023
Dual-SAM2026.03	0.789	0.884	0.838	—	0.023
MAS-SAM2026.03	0.788	0.887	0.84	—	0.025
SAM2-Adapter2026.03	0.778	0.862	0.824	—	0.027
H2Former2024.04	0.748	0.865	0.81	0.925	0.028
H2Former2026.03	0.748	0.865	0.81	—	0.028
MASNet2024.04	0.742	0.864	0.788	0.906	0.032
SAM-DA2024.04	0.742	0.866	0.806	0.925	0.028
MASNet2026.03	0.742	0.864	0.788	—	0.032
SAM-DADF2026.03	0.742	0.866	0.806	—	0.028
TransUNet2024.04	0.739	0.861	0.805	0.919	0.029
TransUNet2026.03	0.739	0.861	0.805	—	0.029
Med-SAM2026.03	0.739	0.861	0.811	—	0.031
ZoomNet2024.04	0.736	0.862	0.78	0.898	0.032
ZoomNet2026.03	0.736	0.862	0.78	—	0.032
C2FNet2024.04	0.717	0.851	0.761	0.894	0.038
C2FNet2026.03	0.717	0.851	0.761	—	0.038
SETR2024.04	0.715	0.855	0.789	0.917	0.03
SETR2026.03	0.715	0.855	0.789	—	0.03
SAM-Ad2024.04	0.714	0.847	0.782	0.914	0.033
SAM-Adapter2026.03	0.714	0.847	0.782	—	0.033
ECDNet2024.04	0.711	0.85	0.766	0.901	0.036
ECDNet2026.03	0.711	0.85	0.766	—	0.036
I-MedSAM2026.03	0.698	0.835	0.759	—	0.039
PFNet2024.04	0.695	0.839	0.746	0.89	0.039
PFNet2026.03	0.695	0.839	0.746	—	0.039
SCRN2026.03	0.693	0.839	0.73	—	0.041
BASNet2026.03	0.677	0.826	0.724	—	0.046
OCENet2024.04	0.667	0.824	0.703	0.868	0.052
OCENet2026.03	0.667	0.824	0.703	—	0.052
SINet2024.04	0.658	0.82	0.725	0.884	0.039
RankNet2024.04	0.658	0.812	0.722	0.867	0.043
SINet2026.03	0.658	0.82	0.725	—	0.039
RankNet2026.03	0.658	0.812	0.722	—	0.043
U2Net2026.03	0.654	0.812	0.711	—	0.047
SAM22026.03	0.602	0.784	0.705	—	0.05
SAM2024.04	0.566	0.763	0.656	0.807	0.059
SAM2026.03	0.566	0.763	0.656	—	0.059
UNet++2026.03	0.506	0.726	0.552	—	0.083
PFANet2026.03	0.405	0.69	0.471	—	0.086