Point Tracking

Point Tracking, often referred to as Tracking any Point (TAP) involves acquiring, focusing on, and continuously tracking specific target point/points across video frames. The system identifies the target point, maintains focus, and predicts its movement, enabling smooth tracking even if the target moves unpredictably, or through occlusions. TAP has wide applications like object tracking, surveillance, and autonomous navigation.

Papers

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Showing 121–130 of 151 papers

Title	Date	Tasks	Status
Solution for Point Tracking Task of ICCV 1st Perception Test Challenge 2023	Mar 26, 2024	Motion DetectionPoint Tracking	—Unverified
A Rprop-Neural-Network-Based PV Maximum Power Point Tracking Algorithm with Short-Circuit Current Limitation	Nov 29, 2018	Point Tracking	—Unverified
Spatiotemporal Feature Learning for Event-Based Vision	Mar 16, 2019	Event-based visionObject Recognition	—Unverified
St4RTrack: Simultaneous 4D Reconstruction and Tracking in the World	Apr 17, 2025	3D Reconstruction4D reconstruction	—Unverified
StableDrag: Stable Dragging for Point-based Image Editing	Mar 7, 2024	Point Tracking	—Unverified
A Neural-Network-Based Optimal Control of Ultra-Capacitors with System Uncertainties	Nov 29, 2018	Point Tracking	—Unverified
An Enhanced MPPT Method based on ANN-assisted Sequential Monte Carlo and Quickest Change Detection	May 13, 2018	Change DetectionPoint Tracking	—Unverified
TAPNext: Tracking Any Point (TAP) as Next Token Prediction	Apr 8, 2025	Point Tracking	—Unverified
TAPTR: Tracking Any Point with Transformers as Detection	Mar 19, 2024	object-detectionObject Detection	—Unverified
TAPTRv3: Spatial and Temporal Context Foster Robust Tracking of Any Point in Long Video	Nov 27, 2024	Point Tracking	—Unverified

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All datasets TAP-Vid-DAVIS PointOdyssey TAP-Vid-DAVIS-First TAP-Vid-Kinetics TAP-Vid-Kinetics-First TAP-Vid-RGB-Stacking Perception Test TAP-Vid

Benchmark Results

#	Model	Metric	Claimed	Verified	Status
1	LocoTrack-B	Average Jaccard	69.4	—	Unverified
2	BootsTAPIR	Average Jaccard	66.2	—	Unverified
3	CoTracker	Average Jaccard	65.9	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	PIPs++	Survival	50.47	—	Unverified
2	PIPs+	Survival	49.88	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	LocoTrack-B	Average Jaccard	64.8	—	Unverified
2	CoTracker	Average Jaccard	62.2	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	BootsTAPIR	Average Jaccard	61.4	—	Unverified
2	LocoTrack-B	Average Jaccard	59.1	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	LocoTrack-B	Average Jaccard	52.3	—	Unverified
2	CoTracker	Average Jaccard	48.8	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	BootsTAPIR	Average Jaccard	72.4	—	Unverified
2	LocoTrack-B	Average Jaccard	70.8	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	Static Baseline	Average Jaccard	0.36	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	PIPs++	MTE	4.6	—	Unverified