Visual Object Tracking
Visual Object Tracking is an important research topic in computer vision, image understanding and pattern recognition. Given the initial state (centre location and scale) of a target in the first frame of a video sequence, the aim of Visual Object Tracking is to automatically obtain the states of the object in the subsequent video frames.
Papers
Showing 26–50 of 341 papers
All datasetsLaSOTGOT-10kTrackingNetLaSOT-extOTB-2015UAV123TNL2KVOT2017/18DiDiNeedForSpeedYouTube-VOS 2018AVisT
Benchmark Results
| # | Model | Metric | Claimed | Verified | Status |
|---|---|---|---|---|---|
| 1 | SPMTrack-G | AUC | 77.4 | — | Unverified |
| 2 | SPMTrack-L | AUC | 76.8 | — | Unverified |
| 3 | MCITrack-L384 | AUC | 76.6 | — | Unverified |
| 4 | LoRAT-g-378 | AUC | 76.2 | — | Unverified |
| 5 | MCITrack-B224 | AUC | 75.3 | — | Unverified |
| 6 | DAM4SAM | AUC | 75.1 | — | Unverified |
| 7 | LoRAT-L-378 | AUC | 75.1 | — | Unverified |
| 8 | SPMTrack-B | AUC | 74.9 | — | Unverified |
| 9 | RTracker-L | AUC | 74.7 | — | Unverified |
| 10 | SAMURAI-L | AUC | 74.2 | — | Unverified |
| # | Model | Metric | Claimed | Verified | Status |
|---|---|---|---|---|---|
| 1 | SAMURAI-L | Average Overlap | 81.7 | — | Unverified |
| 2 | DAM4SAM | Average Overlap | 81.1 | — | Unverified |
| 3 | SPMTrack-G | Average Overlap | 81 | — | Unverified |
| 4 | MITS | Average Overlap | 80.4 | — | Unverified |
| 5 | MCITrack-L384 | Average Overlap | 80 | — | Unverified |
| 6 | SPMTrack-L | Average Overlap | 80 | — | Unverified |
| 7 | ARTrackV2-L | Average Overlap | 79.5 | — | Unverified |
| 8 | LoRAT-g-378 | Average Overlap | 78.9 | — | Unverified |
| 9 | ARTrack-L | Average Overlap | 78.5 | — | Unverified |
| 10 | ODTrack-L | Average Overlap | 78.2 | — | Unverified |
| # | Model | Metric | Claimed | Verified | Status |
|---|---|---|---|---|---|
| 1 | DropTrack | Normalized Precision | 88.9 | — | Unverified |
| 2 | MCITrack-L384 | Accuracy | 87.9 | — | Unverified |
| 3 | SPMTrack-G | Accuracy | 87.3 | — | Unverified |
| 4 | SPMTrack-L | Accuracy | 86.9 | — | Unverified |
| 5 | MCITrack-B224 | Accuracy | 86.3 | — | Unverified |
| 6 | ODTrack-L | Accuracy | 86.1 | — | Unverified |
| 7 | ARTrackV2-L | Accuracy | 86.1 | — | Unverified |
| 8 | SPMTrack-B | Accuracy | 86.1 | — | Unverified |
| 9 | MixViT-L(ConvMAE) | Accuracy | 86.1 | — | Unverified |
| 10 | LoRAT-g-378 | Accuracy | 86 | — | Unverified |
| # | Model | Metric | Claimed | Verified | Status |
|---|---|---|---|---|---|
| 1 | SAMURAI-L | AUC | 61 | — | Unverified |
| 2 | DAM4SAM | AUC | 60.9 | — | Unverified |
| 3 | LoRAT-L-378 | AUC | 56.6 | — | Unverified |
| 4 | LoRAT-g-378 | AUC | 56.5 | — | Unverified |
| 5 | UNINEXT-H | AUC | 56.2 | — | Unverified |
| 6 | MCITrack-L384 | AUC | 55.7 | — | Unverified |
| 7 | RTracker-L | AUC | 54.9 | — | Unverified |
| 8 | MCITrack-B224 | AUC | 54.6 | — | Unverified |
| 9 | ODTrack-L | AUC | 53.9 | — | Unverified |
| 10 | ARTrackV2-L | AUC | 53.4 | — | Unverified |
| # | Model | Metric | Claimed | Verified | Status |
|---|---|---|---|---|---|
| 1 | GradNet | Precision | 0.86 | — | Unverified |
| 2 | SPMTrack-B | AUC | 0.73 | — | Unverified |
| 3 | ODTrack-L | AUC | 0.72 | — | Unverified |
| 4 | ODTrack-B | AUC | 0.72 | — | Unverified |
| 5 | STMTrack | AUC | 0.72 | — | Unverified |
| 6 | SAMURAI-L | AUC | 0.72 | — | Unverified |
| 7 | PiVOT-L | AUC | 0.71 | — | Unverified |
| 8 | HIPTrack | AUC | 0.71 | — | Unverified |
| 9 | KeepTrack | AUC | 0.71 | — | Unverified |
| 10 | TRASFUST | AUC | 0.7 | — | Unverified |
| # | Model | Metric | Claimed | Verified | Status |
|---|---|---|---|---|---|
| 1 | LoRAT-g-378 | AUC | 0.74 | — | Unverified |
| 2 | NeighborTrack-OSTrack | AUC | 0.73 | — | Unverified |
| 3 | LoRAT-L-378 | AUC | 0.73 | — | Unverified |
| 4 | SPMTrack-B | AUC | 0.72 | — | Unverified |
| 5 | ARTrackV2-L | AUC | 0.72 | — | Unverified |
| 6 | ARTrack-L | AUC | 0.71 | — | Unverified |
| 7 | OSTrack -384 | AUC | 0.71 | — | Unverified |
| 8 | AiATrack | AUC | 0.71 | — | Unverified |
| 9 | HIPTrack | AUC | 0.71 | — | Unverified |
| 10 | MixFormer | AUC | 0.7 | — | Unverified |
| # | Model | Metric | Claimed | Verified | Status |
|---|---|---|---|---|---|
| 1 | MCITrack-L384 | AUC | 65.3 | — | Unverified |
| 2 | SPMTrack-G | AUC | 64.7 | — | Unverified |
| 3 | SPMTrack-L | AUC | 63.7 | — | Unverified |
| 4 | MCITrack-B224 | AUC | 62.9 | — | Unverified |
| 5 | LoRAT-g-378 | AUC | 62.7 | — | Unverified |
| 6 | LoRAT-L-378 | AUC | 62.3 | — | Unverified |
| 7 | SPMTrack-B | AUC | 62 | — | Unverified |
| 8 | ODTrack-L | AUC | 61.7 | — | Unverified |
| 9 | ARTrackV2-L | AUC | 61.6 | — | Unverified |
| 10 | ODTrack-B | AUC | 60.9 | — | Unverified |
| # | Model | Metric | Claimed | Verified | Status |
|---|---|---|---|---|---|
| 1 | SiamMask_E | Expected Average Overlap (EAO) | 0.45 | — | Unverified |
| 2 | SiamFC++ | Expected Average Overlap (EAO) | 0.43 | — | Unverified |
| 3 | SiamRPN++_R | Expected Average Overlap (EAO) | 0.42 | — | Unverified |
| 4 | THOR-SiamRPN | Expected Average Overlap (EAO) | 0.42 | — | Unverified |
| 5 | SiamRPN++ | Expected Average Overlap (EAO) | 0.41 | — | Unverified |
| 6 | THOR-SiamMask | Expected Average Overlap (EAO) | 0.41 | — | Unverified |