Head Pose Estimation
47 papers with code • 9 benchmarks • 10 datasets
Estimating the head pose of a person is a crucial problem that has a large amount of applications such as aiding in gaze estimation, modeling attention, fitting 3D models to video and performing face alignment.
( Image credit: FSA-Net: Learning Fine-Grained Structure Aggregation for Head Pose Estimation from a Single Image )
Benchmarks
These leaderboards are used to track progress in Head Pose Estimation
| Trend | Dataset | Best Model | Paper | Code | Compare |
|---|---|---|---|---|---|
|
|||||
|
|||||
|
|||||
|
|||||
|
|||||
|
|||||
|
|||||
|
|||||
|
Libraries
Use these libraries to find Head Pose Estimation models and implementations
AFLW
AFLW2000-3D
Panoptic
COFW
WFLW
BIWI
Biwi Kinect Head Pose
HPD
Latest papers with no code
An Effective Deep Network for Head Pose Estimation without Keypoints
2) We design an architecture with the ResNet18 backbone and train our proposed model with the ensemble of these pseudo labels via the knowledge distillation process.
An Application of a Runtime Epistemic Probabilistic Event Calculus to Decision-making in e-Health Systems
We present and discuss a runtime architecture that integrates sensorial data and classifiers with a logic-based decision-making system in the context of an e-Health system for the rehabilitation of children with neuromotor disorders.
Ollivier-Ricci Curvature For Head Pose Estimation From a Single Image
Head pose estimation is a crucial challenge for many real-world applications, such as attention and human behavior analysis.
HeadPosr: End-to-end Trainable Head Pose Estimation using Transformer Encoders
The significance of using a transformer encoder for HPE is studied.
A Data-Driven Approach to Improve 3D Head-Pose Estimation
We also propose a task-related weight initialization to further improve the estimation accuracy by studying internal activations of models trained for face-related tasks such as face-recognition.
Customizing an Affective Tutoring System Based on Facial Expression and Head Pose Estimation
First, a unit called Intelligent Analyzer (AI) created which was responsible for recognizing facial expression and head angles of learners.
UET-Headpose: A sensor-based top-view head pose dataset
Besides using the UET-Headpose dataset and other head pose datasets, we also introduce the full-range model called FSANet-Wide, which significantly outperforms head pose estimation results by the UET-Headpose dataset, especially on top-view images.
DeepFake Detection with Inconsistent Head Poses: Reproducibility and Analysis
Existing literature suggests that this method is an effective DeepFake detector, and its motivating principles are attractively simple.
Boosting of Head Pose Estimation by Knowledge Distillation
NNs trained by our KD method partially improved the state-of-the-art results.
How Self-Supervised Learning Can be Used for Fine-Grained Head Pose Estimation?
This study aims to assess the usage of SSL in fine-grained HPE based on two scenarios: (1) using SSL for weights pre-training procedure, and (2) leveraging auxiliary SSL losses besides HPE.
