Search Results

VGGFace2: A dataset for recognising faces across pose and age

deepinsight/insightface 23 Oct 2017

The dataset was collected with three goals in mind: (i) to have both a large number of identities and also a large number of images for each identity; (ii) to cover a large range of pose, age and ethnicity; and (iii) to minimize the label noise.

 Ranked #1 on Face Verification on IJB-C (training dataset metric)

Face Recognition Face Verification +1

MS-Celeb-1M: A Dataset and Benchmark for Large-Scale Face Recognition

deepinsight/insightface 27 Jul 2016

In this paper, we design a benchmark task and provide the associated datasets for recognizing face images and link them to corresponding entity keys in a knowledge base.

Face Recognition Image Captioning

Partial FC: Training 10 Million Identities on a Single Machine

deepinsight/insightface 11 Oct 2020

The experiment demonstrates no loss of accuracy when training with only 10\% randomly sampled classes for the softmax-based loss functions, compared with training with full classes using state-of-the-art models on mainstream benchmarks.

Face Identification Face Recognition +2

Masked Face Recognition Challenge: The InsightFace Track Report

deepinsight/insightface 18 Aug 2021

In this workshop, we organize Masked Face Recognition (MFR) challenge and focus on bench-marking deep face recognition methods under the existence of facial masks.

Face Recognition

Decoupled Multi-task Learning with Cyclical Self-Regulation for Face Parsing

deepinsight/insightface CVPR 2022

Specifically, DML-CSR designs a multi-task model which comprises face parsing, binary edge, and category edge detection.

Edge Detection Face Parsing +1

Physically-Based Face Rendering for NIR-VIS Face Recognition

deepinsight/insightface 11 Nov 2022

Specifically, we reconstruct 3D face shape and reflectance from a large 2D facial dataset and introduce a novel method of transforming the VIS reflectance to NIR reflectance.

Face Recognition Image Generation

3DGazeNet: Generalizing Gaze Estimation with Weak-Supervision from Synthetic Views

deepinsight/insightface 6 Dec 2022

To close the gap between image domains, we create a large-scale dataset of diverse faces with gaze pseudo-annotations, which we extract based on the 3D geometry of the scene, and design a multi-view supervision framework to balance their effect during training.

Domain Adaptation Gaze Estimation +1