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Visual Object Tracking On Uav123

Metrics

AUC

Results

Performance results of various models on this benchmark

		Paper Title	Repository
LoRAT-g-378	0.739	Tracking Meets LoRA: Faster Training, Larger Model, Stronger Performance
LoRAT-L-378	0.725	Tracking Meets LoRA: Faster Training, Larger Model, Stronger Performance
NeighborTrack-OSTrack	0.725	NeighborTrack: Improving Single Object Tracking by Bipartite Matching with Neighbor Tracklets
ARTrackV2-L	0.717	ARTrackV2: Prompting Autoregressive Tracker Where to Look and How to Describe
ARTrack-L	0.712	Autoregressive Visual Tracking	-
OSTrack -384	0.707	Joint Feature Learning and Relation Modeling for Tracking: A One-Stream Framework
AiATrack	0.706	AiATrack: Attention in Attention for Transformer Visual Tracking
HIPTrack	0.705	HIPTrack: Visual Tracking with Historical Prompts
MixFormer	0.704	MixFormer: End-to-End Tracking with Iterative Mixed Attention
KeepTrack	0.697	Learning Target Candidate Association to Keep Track of What Not to Track
SeqTrack-L384	0.685	Unified Sequence-to-Sequence Learning for Single- and Multi-Modal Visual Object Tracking
TRASFUST	0.679	Tracking-by-Trackers with a Distilled and Reinforced Model
DiMP-NCE+	0.672	How to Train Your Energy-Based Model for Regression
ATOM(Resnet18)+EnergyRegression	0.672	Energy-Based Models for Deep Probabilistic Regression
TREG	0.669	Target Transformed Regression for Accurate Tracking

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Visual Object Tracking On Uav123 | SOTA | HyperAI