Marine Animal Segmentation on MAS3K (test)

0.878mIoUSALT-DINOv3

Evaluation Results

Method
SALT-DINOv32026.07	0.878	0.943	0.919	—	0.012
SALT-DINOv32026.07	0.867	0.939	0.909	—	0.013
SALT-DINOv32026.07	0.845	0.932	0.892	—	0.014
SAM2-UNet2024.08	0.799	0.903	0.848	0.943	0.021
SAM2-UNet262026.07	0.799	0.903	0.848	—	0.021
Dual-SAM2024.04	0.789	0.884	0.838	0.933	0.023
Dual-SAM242026.07	0.789	0.884	0.838	—	0.023
MAS-SAM2024.04	0.788	0.887	0.84	0.938	0.025
MAS-SAM242026.07	0.788	0.887	0.84	—	0.025
H2Former2024.04	0.748	0.865	0.81	0.925	0.028
H2Former2024.04	0.748	0.865	0.81	0.925	0.028
H2Former232026.07	0.748	0.865	0.81	—	0.028
MASNet2024.04	0.742	0.864	0.788	0.906	0.032
SAM-DADF2024.04	0.742	0.866	0.806	0.925	0.028
MASNet2024.04	0.742	0.864	0.788	0.906	0.032
SAM-DADF2024.04	0.742	0.866	0.806	0.925	0.028
MASNet2024.08	0.742	0.864	0.788	0.906	0.032
MASNet232026.07	0.742	0.864	0.788	—	0.032
TransUNet2024.04	0.739	0.861	0.805	0.919	0.029
TransUNet2024.04	0.739	0.861	0.805	0.919	0.029
Med-SAM2024.04	0.739	0.861	0.811	0.922	0.031
ZoomNet2024.04	0.736	0.862	0.78	0.898	0.032
ZoomNet2024.04	0.736	0.862	0.78	0.898	0.032
ZoomNet2024.08	0.736	0.862	0.78	0.898	0.032
ZoomNet222026.07	0.736	0.862	0.78	—	0.032
C2FNet2024.04	0.717	0.851	0.761	0.894	0.038
C2FNet2024.04	0.717	0.851	0.761	0.894	0.038
C2FNet2024.08	0.717	0.851	0.761	0.894	0.038
SETR2024.04	0.715	0.855	0.789	0.917	0.03
SETR2024.04	0.715	0.855	0.789	0.917	0.03
SAM-Adapter2024.04	0.714	0.847	0.782	0.914	0.033
SAM-Adapter2024.04	0.714	0.847	0.782	0.914	0.033
ECDNet2024.04	0.711	0.85	0.766	0.901	0.036
ECDNet2024.04	0.711	0.85	0.766	0.901	0.036
I-MedSAM2024.04	0.698	0.835	0.759	0.889	0.039
PFNet2024.04	0.695	0.839	0.746	0.89	0.039
PFNet2024.04	0.695	0.839	0.746	0.89	0.039
SCRN2024.04	0.693	0.839	0.73	0.869	0.041
SCRN2024.04	0.693	0.839	0.73	0.869	0.041
BASNet2024.04	0.677	0.826	0.724	0.862	0.046
BASNet2024.04	0.677	0.826	0.724	0.862	0.046
OCENet2024.04	0.667	0.824	0.703	0.868	0.052
OCENet2024.04	0.667	0.824	0.703	0.868	0.052
OCENet2024.08	0.667	0.824	0.703	0.868	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
SINet2024.04	0.658	0.82	0.725	0.884	0.039
RankNet2024.04	0.658	0.812	0.722	0.867	0.043
U2Net2024.04	0.654	0.812	0.711	0.851	0.047
U2Net2024.04	0.654	0.812	0.711	0.851	0.047
SAM2024.04	0.566	0.763	0.656	0.807	0.059
SAM2024.04	0.566	0.763	0.656	0.807	0.059
SAM232026.07	0.566	0.763	0.656	—	0.059
UNet++2024.04	0.506	0.726	0.552	0.79	0.083
UNet++2024.04	0.506	0.726	0.552	0.79	0.083
PFANet2024.04	0.405	0.69	0.471	0.768	0.086
PFANet2024.04	0.405	0.69	0.471	0.768	0.086