SOTAVerified

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.

Source: Learning Adaptive Discriminative Correlation Filters via Temporal Consistency Preserving Spatial Feature Selection for Robust Visual Object Tracking

Papers

Showing 201250 of 341 papers

TitleStatusHype
Fast Integral Image Estimation at 1% measurement rate0
Network Comparison Study of Deep Activation Feature Discriminability with Novel Objects0
Exploring Dynamic Transformer for Efficient Object Tracking0
Object Tracking based on Quantum Particle Swarm Optimization0
Object Tracking through Residual and Dense LSTMs0
Object Tracking Using Siamese Network-Based Reinforcement Learning0
Exploring Causal Relationships in Visual Object Tracking0
Explicitly Modeling the Discriminability for Instance-Aware Visual Object Tracking0
EventZoom: Learning To Denoise and Super Resolve Neuromorphic Events0
Once for All: a Two-flow Convolutional Neural Network for Visual Tracking0
One-Shot Adversarial Attacks on Visual Tracking With Dual Attention0
Enhancing Tracking Robustness with Auxiliary Adversarial Defense Networks0
OneTracker: Unifying Visual Object Tracking with Foundation Models and Efficient Tuning0
Online Adaptation of Convolutional Neural Networks for Video Object Segmentation0
Online Adaptive Hidden Markov Model for Multi-Tracker Fusion0
Online Object Tracking with Proposal Selection0
On the Interaction Between Deep Detectors and Siamese Trackers in Video Surveillance0
Optimisation of a Siamese Neural Network for Real-Time Energy Efficient Object Tracking0
Efficient universal shuffle attack for visual object tracking0
Parallel Tracking and Verifying0
Patch-based adaptive weighting with segmentation and scale (PAWSS) for visual tracking0
Efficient Training for Visual Tracking with Deformable Transformer0
Performance Evaluation Methodology for Long-Term Visual Object Tracking0
Phase Space Reconstruction Network for Lane Intrusion Action Recognition0
Physical Adversarial Textures that Fool Visual Object Tracking0
Pixel-Level Matching for Video Object Segmentation using Convolutional Neural Networks0
Pixel-wise object tracking0
Efficient Counterfactual Learning from Bandit Feedback0
Efficient Adversarial Attacks for Visual Object Tracking0
Progressive Scaling Visual Object Tracking0
Progressive Unsupervised Learning for Visual Object Tracking0
Effective Fusion of Deep Multitasking Representations for Robust Visual Tracking0
DreamTrack: Dreaming the Future for Multimodal Visual Object Tracking0
Pyramid Correlation based Deep Hough Voting for Visual Object Tracking0
Quadruplet Network with One-Shot Learning for Fast Visual Object Tracking0
DMV: Visual Object Tracking via Part-level Dense Memory and Voting-based Retrieval0
Reading Relevant Feature from Global Representation Memory for Visual Object Tracking0
Real-Time Visual Object Tracking via Few-Shot Learning0
Adaptive Objectness for Object Tracking0
Distractor-aware Event-based Tracking0
Rethinking Convolutional Features in Correlation Filter Based Tracking0
Discussion among Different Methods of Updating Model Filter in Object Tracking0
Discriminative Scale Space Tracking0
0/1 Deep Neural Networks via Block Coordinate Descent0
DIMBA: Discretely Masked Black-Box Attack in Single Object Tracking0
Robust compressive tracking via online weighted multiple instance learning0
Two stages for visual object tracking0
Adapting SAM 2 for Visual Object Tracking: 1st Place Solution for MMVPR Challenge Multi-Modal Tracking0
Robust Visual Object Tracking with Two-Stream Residual Convolutional Networks0
DeTrack: In-model Latent Denoising Learning for Visual Object Tracking0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1SPMTrack-GAUC77.4Unverified
2SPMTrack-LAUC76.8Unverified
3MCITrack-L384AUC76.6Unverified
4LoRAT-g-378AUC76.2Unverified
5MCITrack-B224AUC75.3Unverified
6DAM4SAMAUC75.1Unverified
7LoRAT-L-378AUC75.1Unverified
8SPMTrack-BAUC74.9Unverified
9RTracker-LAUC74.7Unverified
10SAMURAI-LAUC74.2Unverified
#ModelMetricClaimedVerifiedStatus
1SAMURAI-LAverage Overlap81.7Unverified
2DAM4SAMAverage Overlap81.1Unverified
3SPMTrack-GAverage Overlap81Unverified
4MITSAverage Overlap80.4Unverified
5MCITrack-L384Average Overlap80Unverified
6SPMTrack-LAverage Overlap80Unverified
7ARTrackV2-LAverage Overlap79.5Unverified
8LoRAT-g-378Average Overlap78.9Unverified
9ARTrack-LAverage Overlap78.5Unverified
10ODTrack-LAverage Overlap78.2Unverified
#ModelMetricClaimedVerifiedStatus
1DropTrackNormalized Precision88.9Unverified
2MCITrack-L384Accuracy87.9Unverified
3SPMTrack-GAccuracy87.3Unverified
4SPMTrack-LAccuracy86.9Unverified
5MCITrack-B224Accuracy86.3Unverified
6ODTrack-LAccuracy86.1Unverified
7ARTrackV2-LAccuracy86.1Unverified
8SPMTrack-BAccuracy86.1Unverified
9MixViT-L(ConvMAE)Accuracy86.1Unverified
10LoRAT-g-378Accuracy86Unverified
#ModelMetricClaimedVerifiedStatus
1SAMURAI-LAUC61Unverified
2DAM4SAMAUC60.9Unverified
3LoRAT-L-378AUC56.6Unverified
4LoRAT-g-378AUC56.5Unverified
5UNINEXT-HAUC56.2Unverified
6MCITrack-L384AUC55.7Unverified
7RTracker-LAUC54.9Unverified
8MCITrack-B224AUC54.6Unverified
9ODTrack-LAUC53.9Unverified
10ARTrackV2-LAUC53.4Unverified
#ModelMetricClaimedVerifiedStatus
1GradNetPrecision0.86Unverified
2SPMTrack-BAUC0.73Unverified
3ODTrack-LAUC0.72Unverified
4ODTrack-BAUC0.72Unverified
5STMTrackAUC0.72Unverified
6SAMURAI-LAUC0.72Unverified
7PiVOT-LAUC0.71Unverified
8HIPTrackAUC0.71Unverified
9KeepTrackAUC0.71Unverified
10TRASFUSTAUC0.7Unverified
#ModelMetricClaimedVerifiedStatus
1LoRAT-g-378AUC0.74Unverified
2NeighborTrack-OSTrackAUC0.73Unverified
3LoRAT-L-378AUC0.73Unverified
4SPMTrack-BAUC0.72Unverified
5ARTrackV2-LAUC0.72Unverified
6ARTrack-LAUC0.71Unverified
7OSTrack -384AUC0.71Unverified
8AiATrackAUC0.71Unverified
9HIPTrackAUC0.71Unverified
10MixFormerAUC0.7Unverified
#ModelMetricClaimedVerifiedStatus
1MCITrack-L384AUC65.3Unverified
2SPMTrack-GAUC64.7Unverified
3SPMTrack-LAUC63.7Unverified
4MCITrack-B224AUC62.9Unverified
5LoRAT-g-378AUC62.7Unverified
6LoRAT-L-378AUC62.3Unverified
7SPMTrack-BAUC62Unverified
8ODTrack-LAUC61.7Unverified
9ARTrackV2-LAUC61.6Unverified
10ODTrack-BAUC60.9Unverified
#ModelMetricClaimedVerifiedStatus
1SiamMask_EExpected Average Overlap (EAO)0.45Unverified
2SiamFC++Expected Average Overlap (EAO)0.43Unverified
3SiamRPN++_RExpected Average Overlap (EAO)0.42Unverified
4THOR-SiamRPNExpected Average Overlap (EAO)0.42Unverified
5SiamRPN++Expected Average Overlap (EAO)0.41Unverified
6THOR-SiamMaskExpected Average Overlap (EAO)0.41Unverified