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Models/LoRAT-g-378

LoRAT-g-378

Reported on 32 benchmarks across 2 tasks · 1 paper · 14 SOTA

Note: results are matched by exact model name. Different papers may use the same name for different model variants.

Computer Vision32 results

  • Object TrackingonTNL2K
    AUC· 2024-03-08
    62.7
    best: 65.3 (MCITrack-L384)
    SOTA
    Tracking Meets LoRA: Faster Training, Larger Model, Stronger PerformancearXiv:2403.05231
  • Object TrackingonTNL2K
    precision· 2024-03-08
    67.8
    best: 70.6 (SPMTrack-G)
    SOTA
    Tracking Meets LoRA: Faster Training, Larger Model, Stronger PerformancearXiv:2403.05231
  • Object TrackingonUAV123
    AUC· 2024-03-08
    0.739
    SOTA
    Tracking Meets LoRA: Faster Training, Larger Model, Stronger PerformancearXiv:2403.05231
  • Object TrackingonLaSOT
    AUC· 2024-03-08
    76.2
    best: 77.4 (SPMTrack-G)
    SOTA
    Tracking Meets LoRA: Faster Training, Larger Model, Stronger PerformancearXiv:2403.05231
  • Object TrackingonLaSOT
    Normalized Precision· 2024-03-08
    85.3
    best: 86.6 (SPMTrack-G)
    SOTA
    Tracking Meets LoRA: Faster Training, Larger Model, Stronger PerformancearXiv:2403.05231
  • Object TrackingonLaSOT
    Precision· 2024-03-08
    83.5
    best: 85 (SPMTrack-G)
    SOTA
    Tracking Meets LoRA: Faster Training, Larger Model, Stronger PerformancearXiv:2403.05231
  • Object TrackingonGOT-10k
    Success Rate 0.75· 2024-03-08
    80.7
    best: 82.3 (SPMTrack-G)
    SOTA
    Tracking Meets LoRA: Faster Training, Larger Model, Stronger PerformancearXiv:2403.05231
  • Visual Object TrackingonTNL2K
    AUC· 2024-03-08
    62.7
    best: 65.3 (MCITrack-L384)
    SOTA
    Tracking Meets LoRA: Faster Training, Larger Model, Stronger PerformancearXiv:2403.05231
  • Visual Object TrackingonTNL2K
    precision· 2024-03-08
    67.8
    best: 70.6 (SPMTrack-G)
    SOTA
    Tracking Meets LoRA: Faster Training, Larger Model, Stronger PerformancearXiv:2403.05231
  • Visual Object TrackingonUAV123
    AUC· 2024-03-08
    0.739
    SOTA
    Tracking Meets LoRA: Faster Training, Larger Model, Stronger PerformancearXiv:2403.05231
  • Visual Object TrackingonLaSOT
    AUC· 2024-03-08
    76.2
    best: 77.4 (SPMTrack-G)
    SOTA
    Tracking Meets LoRA: Faster Training, Larger Model, Stronger PerformancearXiv:2403.05231
  • Visual Object TrackingonLaSOT
    Normalized Precision· 2024-03-08
    85.3
    best: 86.6 (SPMTrack-G)
    SOTA
    Tracking Meets LoRA: Faster Training, Larger Model, Stronger PerformancearXiv:2403.05231
  • Visual Object TrackingonLaSOT
    Precision· 2024-03-08
    83.5
    best: 85 (SPMTrack-G)
    SOTA
    Tracking Meets LoRA: Faster Training, Larger Model, Stronger PerformancearXiv:2403.05231
  • Visual Object TrackingonGOT-10k
    Success Rate 0.75· 2024-03-08
    80.7
    best: 82.3 (SPMTrack-G)
    SOTA
    Tracking Meets LoRA: Faster Training, Larger Model, Stronger PerformancearXiv:2403.05231
  • Object TrackingonNeedForSpeed
    AUC· 2024-03-08
    0.681
    best: 0.692 (SAMURAI-L)
    Tracking Meets LoRA: Faster Training, Larger Model, Stronger PerformancearXiv:2403.05231
  • Object TrackingonGOT-10k
    Average Overlap· 2024-03-08
    78.9
    best: 81.7 (SAMURAI-L)
    Tracking Meets LoRA: Faster Training, Larger Model, Stronger PerformancearXiv:2403.05231
  • Object TrackingonGOT-10k
    Success Rate 0.5· 2024-03-08
    87.8
    best: 92.2 (SAMURAI-L)
    Tracking Meets LoRA: Faster Training, Larger Model, Stronger PerformancearXiv:2403.05231
  • Object TrackingonLaSOT-ext
    AUC· 2024-03-08
    56.5
    best: 61 (SAMURAI-L)
    Tracking Meets LoRA: Faster Training, Larger Model, Stronger PerformancearXiv:2403.05231
  • Object TrackingonLaSOT-ext
    Normalized Precision· 2024-03-08
    69
    best: 73.9 (SAMURAI-L)
    Tracking Meets LoRA: Faster Training, Larger Model, Stronger PerformancearXiv:2403.05231
  • Object TrackingonLaSOT-ext
    Precision· 2024-03-08
    64.9
    best: 72.2 (SAMURAI-L)
    Tracking Meets LoRA: Faster Training, Larger Model, Stronger PerformancearXiv:2403.05231
  • Object TrackingonTrackingNet
    Accuracy· 2024-03-08
    86
    best: 87.9 (MCITrack-L384)
    Tracking Meets LoRA: Faster Training, Larger Model, Stronger PerformancearXiv:2403.05231
  • Object TrackingonTrackingNet
    Normalized Precision· 2024-03-08
    90.2
    best: 92.1 (MCITrack-L384)
    Tracking Meets LoRA: Faster Training, Larger Model, Stronger PerformancearXiv:2403.05231
  • Object TrackingonTrackingNet
    Precision· 2024-03-08
    86.1
    best: 89.2 (MCITrack-L384)
    Tracking Meets LoRA: Faster Training, Larger Model, Stronger PerformancearXiv:2403.05231
  • Visual Object TrackingonNeedForSpeed
    AUC· 2024-03-08
    0.681
    best: 0.692 (SAMURAI-L)
    Tracking Meets LoRA: Faster Training, Larger Model, Stronger PerformancearXiv:2403.05231
  • Visual Object TrackingonGOT-10k
    Average Overlap· 2024-03-08
    78.9
    best: 81.7 (SAMURAI-L)
    Tracking Meets LoRA: Faster Training, Larger Model, Stronger PerformancearXiv:2403.05231
  • Visual Object TrackingonGOT-10k
    Success Rate 0.5· 2024-03-08
    87.8
    best: 92.2 (SAMURAI-L)
    Tracking Meets LoRA: Faster Training, Larger Model, Stronger PerformancearXiv:2403.05231
  • Visual Object TrackingonLaSOT-ext
    AUC· 2024-03-08
    56.5
    best: 61 (SAMURAI-L)
    Tracking Meets LoRA: Faster Training, Larger Model, Stronger PerformancearXiv:2403.05231
  • Visual Object TrackingonLaSOT-ext
    Normalized Precision· 2024-03-08
    69
    best: 73.9 (SAMURAI-L)
    Tracking Meets LoRA: Faster Training, Larger Model, Stronger PerformancearXiv:2403.05231
  • Visual Object TrackingonLaSOT-ext
    Precision· 2024-03-08
    64.9
    best: 72.2 (SAMURAI-L)
    Tracking Meets LoRA: Faster Training, Larger Model, Stronger PerformancearXiv:2403.05231
  • Visual Object TrackingonTrackingNet
    Accuracy· 2024-03-08
    86
    best: 87.9 (MCITrack-L384)
    Tracking Meets LoRA: Faster Training, Larger Model, Stronger PerformancearXiv:2403.05231
  • Visual Object TrackingonTrackingNet
    Normalized Precision· 2024-03-08
    90.2
    best: 92.1 (MCITrack-L384)
    Tracking Meets LoRA: Faster Training, Larger Model, Stronger PerformancearXiv:2403.05231
  • Visual Object TrackingonTrackingNet
    Precision· 2024-03-08
    86.1
    best: 89.2 (MCITrack-L384)
    Tracking Meets LoRA: Faster Training, Larger Model, Stronger PerformancearXiv:2403.05231