Object Tracking on LaSOT
89.5AUCEdgeDAM
Evaluation results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| EdgeDAM2026.03 | 89.5 | — | — | — | — | — | — | |
| SPMTrack-L384Multi Modal=false2026.05 | 76.8 | 85.9 | 84 | — | — | — | — | |
| SENTRY-D4S-LFPS=30.22026.06 | 76.3 | — | — | — | — | — | — | |
| OneTrackerV2-L384Multi Modal=true2026.05 | 76.1 | 86 | 84.4 | — | — | — | — | |
| GLAD-L384Speed (FPS)=442026.01 | 76 | — | — | — | — | — | — | |
| GLAD-L384Input Modality=Vision-language, Input Resolution=3842026.01 | 76 | 86.8 | 85.1 | — | — | — | — | |
| OneTrackerV2-B384Multi Modal=true2026.05 | 75.4 | 85.4 | 83.8 | — | — | — | — | |
| MCITrack-B224Evaluation Regime=Non-real-time, Speed (fps) GPU=34, Speed (fps) CPU=2, Speed (fps) AGX=62026.03 | 75.3 | 85.6 | 83.3 | — | — | — | — | |
| MCITrackSource=AAAI25, Supervised=✓2026.05 | 75.3 | 85.6 | 83.3 | — | — | — | — | |
| SUTrackResolution=384, Model Size=Large2024.12 | 75.2 | 84.9 | 83.2 | — | — | — | — | |
| SUTrack-L256Input Modality=Vision-only, Input Resolution=256, Variant=Entry 22026.01 | 75.2 | 84.9 | 83.2 | — | — | — | — | |
| SUTrack-LPublication=[AAAI’25]2026.03 | 75.2 | 84.9 | 83.2 | — | — | — | — | |
| SUTrack-L384Multi Modal=true2026.05 | 75.2 | 84.9 | 83.2 | — | — | — | — | |
| LORATResolution=378, Model Size=Large2024.12 | 75.1 | 84.1 | 82 | — | — | — | — | |
| LORAT2026.03 | 75.1 | — | — | — | — | — | — | |
| SAM2.1++2026.03 | 75.1 | — | — | — | — | — | — | |
| LORAT-LPublication=[ECCV’24]2026.03 | 75.1 | 84.1 | 82 | — | — | — | — | |
| LoRAT-L378Multi Modal=false2026.05 | 75.1 | 84.1 | 82 | — | — | — | — | |
| RELO-L256Model Scale=Large, Input Resolution=256, Template Updating=disabled2026.05 | 75.1 | 85.1 | 83.4 | — | — | — | — | |
| SENTRY-SR-LFPS=30.92026.06 | 75.1 | — | — | — | — | — | — | |
| OneTrackerV2-L224Multi Modal=true2026.05 | 74.9 | 85 | 83.1 | — | — | — | — | |
| SPMTrack-B384Multi Modal=false2026.05 | 74.9 | 84 | 81.7 | — | — | — | — | |
| RTrackerModel size=Large, Backbone=ViT-Large2024.03 | 74.7 | 84.5 | — | — | — | — | — | |
| SUTrackResolution=384, Model Size=Base2024.12 | 74.4 | 83.9 | 81.9 | — | — | — | — | |
| SUTrack-BPublication=[AAAI’25]2026.03 | 74.4 | 83.9 | 81.9 | — | — | — | — | |
| SUTrack-B384Multi Modal=true2026.05 | 74.4 | 83.9 | 81.9 | — | — | — | — | |
| SUMO-LSource=Ours, Model Size=L2026.06 | 74.4 | 82.8 | 80.5 | — | — | — | — | |
| ARPTrack-L384Multi Modal=false2026.05 | 74.2 | 83.4 | 81.7 | — | — | — | — | |
| LoRAT-L224Model Scale=Large, Input Resolution=2242026.05 | 74.2 | 83.6 | 80.9 | — | — | — | — | |
| ARPTrack-L384Model Scale=Large, Input Resolution=3842026.05 | 74.2 | 83.4 | 81.7 | — | — | — | — | |
| LoRAT-L224Source=ECCV’24, Resolution=2242026.06 | 74.2 | 83.6 | 80.9 | — | — | — | — | |
| OneTrackerV2-B224Multi Modal=true2026.05 | 74.1 | 83.6 | 81 | — | — | — | — | |
| ODTrackResolution=384, Model Size=Large2024.12 | 74 | 84.2 | 82.3 | — | — | — | — | |
| ODTrack2026.03 | 74 | — | — | — | — | — | — | |
| ODTrack-L384Train=Seq, Temp.=32025.05 | 74 | 84.2 | — | — | 82.3 | — | — | |
| ODTrack-LPublication=[AAAI’24]2026.03 | 74 | 84.2 | 82.3 | — | — | — | — | |
| ODTrack-L384Multi Modal=false2026.05 | 74 | 84.2 | 82.3 | — | — | — | — | |
| ODTrack-L384Model Scale=Large, Input Resolution=3842026.05 | 74 | 84.2 | 82.3 | — | — | — | — | |
| SeqTrack-L384 + MPTTrain=Frame, Temp.=22025.05 | 73.9 | 83.2 | — | — | 81 | — | — | |
| SAM2Long-LFPS=26.12026.06 | 73.9 | — | — | — | — | — | — | |
| DreamTrackSource=CVPR25, Supervised=✓2026.05 | 73.8 | 83.4 | 80.6 | — | — | — | — | |
| ARTrackV2Resolution=384, Model Size=Large2024.12 | 73.6 | 82.8 | 81.1 | — | — | — | — | |
| ARTrackV2-L384Train=Seq, Temp.=22025.05 | 73.6 | 82.8 | — | — | 81.1 | — | — | |
| ARTrackV2-L384Multi Modal=false2026.05 | 73.6 | 82.8 | 81.1 | — | — | — | — | |
| ARTrackV2-L384Model Scale=Large, Input Resolution=3842026.05 | 73.6 | 82.8 | 81.1 | — | — | — | — | |
| SUTrackResolution=224, Model Size=Large2024.12 | 73.5 | 83.3 | 80.9 | — | — | — | — | |
| SUTrack-L256Input Modality=Vision-only, Input Resolution=256, Variant=Entry 12026.01 | 73.5 | 83.3 | 80.9 | — | — | — | — | |
| SUTrack-L224Multi Modal=true2026.05 | 73.5 | 83.3 | 80.9 | — | — | — | — | |
| SUTrack-L224Model Scale=Large, Input Resolution=2242026.05 | 73.5 | 83.3 | 80.9 | — | — | — | — | |
| MixViTModel size=Large2024.03 | 73.3 | 82.8 | — | — | — | — | — | |
| MixViT-L (ConvMAE)Train=Frame, Temp.=22025.05 | 73.3 | 82.8 | — | — | 80.3 | — | — | |
| RELO-B256Model Scale=Base, Input Resolution=256, Template Updating=disabled2026.05 | 73.3 | 83.4 | 80.6 | — | — | — | — | |
| SUTrackResolution=224, Model Size=Base2024.12 | 73.2 | 83.4 | 80.5 | — | — | — | — | |
| ODTrackResolution=384, Model Size=Base2024.12 | 73.2 | 83.2 | 80.6 | — | — | — | — | |
| SUTrack-B224Evaluation Regime=Non-real-time, Speed (fps) GPU=55, Speed (fps) CPU=6, Speed (fps) AGX=132026.03 | 73.2 | 83.4 | 80.5 | — | — | — | — | |
| ODTrack-B384Train=Seq, Temp.=32025.05 | 73.2 | 83.2 | — | — | 80.6 | — | — | |
| ODTrack-BPublication=[AAAI’24]2026.03 | 73.2 | 83.2 | 80.6 | — | — | — | — | |
| SUTrack-B224Multi Modal=true2026.05 | 73.2 | 83.4 | 80.5 | — | — | — | — | |
| ODTrack-B384Multi Modal=false2026.05 | 73.2 | 83.2 | 80.6 | — | — | — | — | |
| ODTrackSource=AAAI24, Supervised=✓2026.05 | 73.2 | 83.2 | 80.6 | — | — | — | — | |
| SUTrack-B224Model Scale=Base, Input Resolution=2242026.05 | 73.2 | 83.4 | 80.5 | — | — | — | — | |
| ODTrack-B384Source=AAAI’24, Resolution=3842026.06 | 73.2 | 83.2 | 80.6 | — | — | — | — | |
| ARTrackResolution=384, Model Size=Large2024.12 | 73.1 | 82.2 | 80.3 | — | — | — | — | |
| ARTrack-L384Input Modality=Vision-only, Input Resolution=3842026.01 | 73.1 | 82.2 | 80.3 | — | — | — | — | |
| ARTrackModel size=Large2024.03 | 73.1 | 82.2 | — | — | — | — | — | |
| ARTrack-L384Train=Seq, Temp.=12025.05 | 73.1 | 82 | — | — | 80.2 | — | — | |
| OneTrackerV2-B224-CompressLayers=6, FPS=1592026.05 | 73 | 83.1 | 81.1 | — | — | — | — | |
| ARTrackV2Source=CVPR24, Supervised=✓2026.05 | 73 | 82 | 79.6 | — | — | — | — | |
| DUTrackType=Vision-Language, Supervised=Yes, Initialize=NL+BBox2026.05 | 73 | 83.8 | 81.1 | — | — | — | — | |
| LORATResolution=378, Model Size=Base2024.12 | 72.9 | 81.9 | 79.1 | — | — | — | — | |
| DeTrackResolution=3842025.01 | 72.9 | 81.7 | 79.1 | — | — | — | — | |
| LORAT-BPublication=[ECCV’24]2026.03 | 72.9 | 81.9 | 79.1 | — | — | — | — | |
| LoRAT-B378Multi Modal=false2026.05 | 72.9 | 81.9 | 79.1 | — | — | — | — | |
| LoRAT-B378Source=ECCV24, Supervised=✓2026.05 | 72.9 | 81.9 | 79.1 | — | — | — | — | |
| MemVLTType=Vision-Language, Supervised=Yes, Initialize=NL+BBox2026.05 | 72.9 | 85.7 | 80.5 | — | — | — | — | |
| SUMO-BSource=Ours, Model Size=B2026.06 | 72.8 | 81 | 78.6 | — | — | — | — | |
| AQATrack-BPublication=[CVPR’24]2026.03 | 72.7 | 82.9 | 80.2 | — | — | — | — | |
| HIPTrackSource=CVPR24, Supervised=✓2026.05 | 72.7 | 82.9 | 79.5 | — | — | — | — | |
| AQATrackSource=CVPR24, Supervised=✓2026.05 | 72.7 | 82.9 | 80.2 | — | — | — | — | |
| EVPTrack-B384Source=AAAI’24, Resolution=3842026.06 | 72.7 | 82.9 | 80.3 | — | — | — | — | |
| AQATrack-L384Source=CVPR’24, Resolution=3842026.06 | 72.7 | 82.9 | 80.2 | — | — | — | — | |
| ARTrackResolution=3842025.01 | 72.6 | 81.7 | 79.1 | — | — | — | — | |
| ARTrack-B384TU=true2023.04 | 72.6 | 81.7 | 79.1 | — | — | — | — | |
| ARPTrack-B256Multi Modal=false2026.05 | 72.6 | 81.4 | 78.5 | — | — | — | — | |
| ARTrackSource=CVPR23, Supervised=✓2026.05 | 72.6 | 81.7 | 79.1 | — | — | — | — | |
| ARPTrackSource=CVPR25, Supervised=✓2026.05 | 72.6 | 81.4 | 78.5 | — | — | — | — | |
| ARPTrack-B256Model Scale=Base, Input Resolution=2562026.05 | 72.6 | 81.4 | 78.5 | — | — | — | — | |
| SeqTrackResolution=384, Model Size=Large2024.12 | 72.5 | 81.5 | 79.3 | — | — | — | — | |
| SeqTrack-L384Input Modality=Vision-only, Input Resolution=3842026.01 | 72.5 | 81.5 | 79.3 | — | — | — | — | |
| SeqTrackModel size=Large2024.03 | 72.5 | 81.5 | — | — | — | — | — | |
| SeqTrack2026.03 | 72.5 | — | — | — | — | — | — | |
| SeqTrack-L384Train=Frame, Temp.=22025.05 | 72.5 | 81.4 | — | — | 79.2 | — | — | |
| SeqTrack-LPublication=[CVPR’23]2026.03 | 72.5 | 81.5 | 79.3 | — | — | — | — | |
| UNINEXTBackbone=ConvNeXt-L2023.03 | 72.4 | 80.7 | 78.9 | — | — | — | — | |
| MixViTResolution=384, Model Size=Large2024.12 | 72.4 | 82.2 | 80.1 | — | — | — | — | |
| MixViT2026.03 | 72.4 | — | — | — | — | — | — | |
| DiffusionTrack2026.03 | 72.3 | — | — | — | — | — | — | |
| UNINEXTBackbone=ViT-H2023.03 | 72.2 | 80.7 | 79.4 | — | — | — | — | |
| UNINEXTModel size=Huge, Backbone=ViT-Huge2024.03 | 72.2 | 80.8 | — | — | — | — | — | |
| MITS2024.03 | 72.1 | 80.1 | — | — | — | — | — |