Visual Object Tracking on LaSOText (test)
62.97AUCSAMOSA
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| SAMOSADelta Latency (ms)=+10.72026.05 | 62.97 | — | 74.2 | 75.96 | |
| SAMITEDelta Latency (ms)=+16.12026.05 | 62.22 | — | 73.7 | 75.35 | |
| HiM2SAMDelta Latency (ms)=+12.82026.05 | 62.05 | — | 73.16 | 74.91 | |
| SAM2LongDelta Latency (ms)=+357.22026.05 | 61.17 | — | 72.46 | 74.21 | |
| SAMURAIDelta Latency (ms)=+2.02026.05 | 60.96 | — | 72.06 | 73.84 | |
| SAM2.1++2024.11 | 60.9 | — | — | — | |
| SeCDelta Latency (ms)=+43.62026.05 | 60.27 | — | 71.15 | 72.74 | |
| SAM2.1++Delta Latency (ms)=+210.32026.05 | 59.55 | — | 70.57 | 71.98 | |
| SAM 2.1Delta Latency (ms)=02026.05 | 58.19 | — | 68.08 | 70.57 | |
| SAM2.12024.11 | 56.9 | — | — | — | |
| SAM 2Delta Latency (ms)=-0.82026.05 | 56.89 | — | 66.38 | 69.54 | |
| LORAT2024.11 | 56.6 | — | — | — | |
| LoRAT-L378Input Resolution=378x3782024.12 | 56.6 | — | 65.1 | 69 | |
| LORATModel scale=Large, Input resolution=3782024.12 | 56.6 | — | 65.1 | 69 | |
| LoRAT-L3782026.05 | 56.6 | — | 65.1 | 69 | |
| MCITrack-L384Input Resolution=384x3842024.12 | 55.7 | — | 62.9 | 66.5 | |
| ETCTrack-B384Resolution=3842026.05 | 55.1 | — | 62.5 | 66.2 | |
| MCITrack-L224Input Resolution=224x2242024.12 | 54.8 | — | 61.6 | 65.6 | |
| MCITrack-B224Input Resolution=224x2242024.12 | 54.6 | — | 62.1 | 65.7 | |
| ETCTrack-B224Resolution=2242026.05 | 54.6 | — | 62.4 | 65.9 | |
| DreamTrack-B384Resolution=3842026.05 | 54.5 | — | 61.1 | 65.3 | |
| UNINEXTModel scale=Large2024.12 | 54.4 | — | 61.4 | 61.8 | |
| SUTrackModel scale=Large, Input resolution=2242024.12 | 54 | — | 61.7 | 65.3 | |
| ODTrack2024.11 | 53.9 | — | — | — | |
| ODTrack-L384Input Resolution=384x3842024.12 | 53.9 | — | 61.7 | 65.4 | |
| ODTrackModel scale=Large, Input resolution=3842024.12 | 53.9 | — | 61.7 | 65.4 | |
| ODTrack-L2026.05 | 53.9 | — | 61.7 | 65.4 | |
| ETCTrack-S224Resolution=2242026.05 | 53.7 | — | 61.1 | 65 | |
| SUTrackModel scale=Large, Input resolution=3842024.12 | 53.6 | — | 60.5 | 64.2 | |
| ARTrackV2-L384Input Resolution=384x3842024.12 | 53.4 | — | 60.2 | 63.7 | |
| ARTrackV2Model scale=Large, Input resolution=3842024.12 | 53.4 | — | 60.2 | 63.7 | |
| TemTrack-B384Resolution=3842026.05 | 53.4 | — | 61 | 64.8 | |
| ARTrackV2-L3842026.05 | 53.4 | — | 60.2 | 63.7 | |
| SUTrackModel scale=Base, Input resolution=2242024.12 | 53.1 | — | 60.5 | 64.2 | |
| LORATModel scale=Base, Input resolution=3782024.12 | 53.1 | — | 60.6 | 64.8 | |
| DreamTrack-B256Resolution=2562026.05 | 53.1 | — | 59.8 | 64.1 | |
| LoRAT-B378Resolution=3782026.05 | 53.1 | — | 60.6 | 64.8 | |
| HIPTrack-B384Resolution=3842026.05 | 53 | — | 60.6 | 64.3 | |
| HIPTrack2026.05 | 53 | — | 60.6 | 64.3 | |
| SUTrackModel scale=Base, Input resolution=3842024.12 | 52.9 | — | 60.1 | 63.6 | |
| ARTrackV2Input resolution=3842024.12 | 52.9 | — | 59.1 | 63.4 | |
| ARTrackV2-B384Resolution=3842026.05 | 52.9 | — | 59.1 | 63.4 | |
| ARTrack-L384Input Resolution=384x3842024.12 | 52.8 | — | 59.7 | 62.9 | |
| ARTrackModel scale=Large, Input resolution=3842024.12 | 52.8 | — | 59.7 | 62.9 | |
| AQATrack-384Source=Ours, Input Resolution=384x3842024.03 | 52.7 | — | 60.8 | 64.2 | |
| DropTrack2024.11 | 52.7 | — | — | — | |
| DropTrackInput resolution=2242024.12 | 52.7 | — | 60.2 | 63.9 | |
| MCITrack-S224Input Resolution=224x2242024.12 | 52.6 | — | 59.7 | 63.6 | |
| ETCTrack-T224Resolution=2242026.05 | 52.5 | — | 59.4 | 63.9 | |
| ODTrack-B384Input Resolution=384x3842024.12 | 52.4 | — | 60.1 | 63.9 | |
| ODTrackModel scale=Base, Input resolution=3842024.12 | 52.4 | — | 60.1 | 63.9 | |
| TemTrack-B256Resolution=2562026.05 | 52.4 | — | 60.2 | 63.3 | |
| ODTrack-B384Resolution=3842026.05 | 52.4 | — | 60.1 | 63.9 | |
| ARPTrack-B256Resolution=2562026.05 | 52 | — | 58.7 | 62.9 | |
| MCITrack-B224†Resolution=2242026.05 | 52 | — | 59 | 62.5 | |
| ARTrack-384Source=CVPR23, Input Resolution=384x3842024.03 | 51.9 | — | 58.5 | 62 | |
| ARTrackInput resolution=3842024.12 | 51.9 | — | 58.5 | 62 | |
| MCITrack-T224Input Resolution=224x2242024.12 | 51.6 | — | 58.4 | 62.7 | |
| ROMTrack-384Source=ICCV23, Input Resolution=384x3842024.03 | 51.3 | — | 58.6 | 62.4 | |
| ROMTrack2024.11 | 51.3 | — | — | — | |
| ROMTrack-384Input Resolution=384x3842024.12 | 51.3 | — | 58.6 | 62.4 | |
| ROMTrackInput resolution=3842024.12 | 51.3 | — | 58.6 | 62.4 | |
| ROMTrack3842026.05 | 51.3 | — | 58.6 | 62.4 | |
| AQATrack-256Source=Ours, Input Resolution=256x2562024.03 | 51.2 | — | 58.9 | 62.2 | |
| AQATrack-256Input Resolution=256x2562024.12 | 51.2 | — | 58.9 | 62.2 | |
| AQATrackInput resolution=2562024.12 | 51.2 | — | 58.9 | 62.2 | |
| F-BDMTrack-384Source=ICCV23, Input Resolution=384x3842024.03 | 50.8 | — | 57.8 | 61.3 | |
| ARTrackV2-256Input Resolution=256x2562024.12 | 50.8 | — | 57.7 | 61.9 | |
| ARTrackV2-B256Resolution=2562026.05 | 50.8 | — | 57.7 | 61.9 | |
| F-BDMTrack-384Resolution=3842026.05 | 50.8 | — | 57.8 | 61.3 | |
| SeqTrack2024.11 | 50.7 | — | — | — | |
| SeqTrack-L384Input Resolution=384x3842024.12 | 50.7 | — | 57.5 | 61.6 | |
| SeqTrackModel scale=Large, Input resolution=3842024.12 | 50.7 | — | 57.5 | 61.6 | |
| SeqTrack-L3842026.05 | 50.7 | — | 57.5 | 61.6 | |
| OSTrack-384Source=ECCV22, Input Resolution=384x3842024.03 | 50.5 | — | 57.6 | 61.3 | |
| SeqTrack-B384Source=CVPR23, Input Resolution=384x3842024.03 | 50.5 | — | 57.5 | 61.6 | |
| OSTrack2024.11 | 50.5 | — | — | — | |
| SeqTrackModel scale=Base, Input resolution=3842024.12 | 50.5 | — | 57.5 | 61.6 | |
| OSTrackInput resolution=3842024.12 | 50.5 | — | 57.6 | 61.3 | |
| OSTrack-384Resolution=3842026.05 | 50.5 | — | 57.6 | 61.3 | |
| OSTrack3842026.05 | 50.5 | — | 57.6 | 61.3 | |
| LoRAT-B224Input Resolution=224x2242024.12 | 50.3 | — | 57.1 | 61.6 | |
| SeqTrack-B256Source=CVPR23, Input Resolution=256x2562024.03 | 49.5 | — | 56.3 | 60.8 | |
| SeqTrack-B256Input Resolution=256x2562024.12 | 49.5 | — | 56.3 | 60.8 | |
| SwinTrack-384Input Resolution=384x3842024.12 | 49.1 | — | 55.6 | — | |
| SwinTrack2024.12 | 49.1 | — | 55.6 | — | |
| ROMTrack-256Source=ICCV23, Input Resolution=256x2562024.03 | 48.9 | — | 55 | 59.3 | |
| EVPTrack-224Input Resolution=224x2242024.12 | 48.7 | — | 55.1 | 59.5 | |
| EVPTrackInput resolution=2242024.12 | 48.7 | — | 55.1 | 59.5 | |
| KeepTrack2024.11 | 48.2 | — | — | — | |
| KeepTrack2024.12 | 48.2 | — | — | — | |
| F-BDMTrack-256Source=ICCV23, Input Resolution=256x2562024.03 | 47.9 | — | 54 | 57.9 | |
| AiATrack2024.12 | 47.7 | — | 55.4 | 55.6 | |
| OSTrack-256Source=ECCV22, Input Resolution=256x2562024.03 | 47.4 | — | 53.3 | 57.3 | |
| OSTrack-256Input Resolution=256x2562024.12 | 47.4 | — | 53.3 | 57.3 | |
| OSTrack-256Resolution=2562026.05 | 47.4 | — | 53.3 | 57.3 | |
| ARTrack-256Source=CVPR23, Input Resolution=256x2562024.03 | 46.4 | — | 52.3 | 56.5 | |
| ARTrack-256Input Resolution=256x2562024.12 | 46.4 | — | 52.3 | 56.5 | |
| ToMP2024.12 | 45.9 | — | — | — | |
| FARTracktinyGPU FPS=135, CPU FPS=532026.02 | 45 | — | — | — |