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Datasets › IJB-C

IJB-C (IARPA Janus Benchmark-C)

Introduced in IARPA Janus Benchmark - C: Face Dataset and Protocol1 Jan 2018 archive 2025-07-28

The IJB-C dataset is a video-based face recognition dataset. It is an extension of the IJB-A dataset with about 138,000 face images, 11,000 face videos, and 10,000 non-face images.

Source: Pushing the Limits of Unconstrained Face Detection:a Challenge Dataset and Baseline Results Image Source: https://noblis.org/wp-content/uploads/2018/03/icb2018.pdf

HomepageBenchmarksPapers JSON

Benchmarks archive 2025-07-28

All 3 leaderboards whose dataset resolves to this page shown (sort by any header). "First row" is the archive's own first row at snapshot, in the archive's row order; nothing here re-ranks and metric direction is not asserted.

First row (archive order)PaperCode
Face Verification IJB-C HeadSharing: SH-KD TAR @ FAR=1e-6 90.24% It's All in the Head: Representation Knowledge... alibaba-miil/headsharingkd 26 Compare
Lightweight Face Recognition IJB-C EdgeFace - S (g=0.5) TAR @ FAR=0.01 0.9563 EdgeFace: Efficient Face Recognition Model for Edge Devices otroshi/edgeface +2 3 Compare
Quantization IJB-C TAR @ FAR=1e-4 96.38 QuantFace: Towards Lightweight Face Recognition by... fdbtrs/QuantFace 1 Compare

Papers archive 2025-07-28

23 shown of 23 papers with a leaderboard row on this dataset's benchmarks, newest first. The archive's own "papers using this dataset" list was never published, so this is the benchmark-backed subset; the archive's count for this dataset is 246. The Syntology column is from Syntology's graph (read 2026-09-25), stated per sample; it is not part of any archive number.

DateSamples run Syntology
EdgeFace: Efficient Face Recognition Model for Edge Devices 3 2 4 Jul 2023 ran 2 of 2 samples (0 unverified; 2 pointer-only for licence)
Cluster and Aggregate: Face Recognition with Large Probe Set 1 1 19 Oct 2022 ran 7 of 9 samples (2 unverified)
Controllable and Guided Face Synthesis for Unconstrained Face Recognition 3 1 20 Jul 2022 not harvested
QuantFace: Towards Lightweight Face Recognition by Synthetic Data Low-bit Quantization 1 1 21 Jun 2022 not harvested
AdaFace: Quality Adaptive Margin for Face Recognition 9 3 3 Apr 2022 ran 17 of 22 samples (5 unverified; 11 pointer-only for licence)
Killing Two Birds with One Stone:Efficient and Robust Training of Face Recognition CNNs by Partial FC 6 2 28 Mar 2022 ran 9 of 12 samples (3 unverified; 4 pointer-only for licence)
Unified Negative Pair Generation toward Well-discriminative Feature Space for Face Recognition 2 3 22 Mar 2022 ran 9 of 14 samples (5 unverified)
It's All in the Head: Representation Knowledge Distillation through Classifier Sharing 1 2 18 Jan 2022 not harvested
QMagFace: Simple and Accurate Quality-Aware Face Recognition 1 1 26 Nov 2021 not harvested
Rectifying the Data Bias in Knowledge Distillation 0 1 11 Oct 2021 not harvested
ElasticFace: Elastic Margin Loss for Deep Face Recognition 3 1 20 Sep 2021 not harvested
MixFaceNets: Extremely Efficient Face Recognition Networks 1 1 27 Jul 2021 not harvested
An Efficient Training Approach for Very Large Scale Face Recognition 1 1 21 May 2021 not harvested
MagFace: A Universal Representation for Face Recognition and Quality Assessment 2 1 11 Mar 2021 ran 1 of 2 samples (1 unverified)
WebFace260M: A Benchmark Unveiling the Power of Million-Scale Deep Face Recognition 0 1 6 Mar 2021 not harvested
CurricularFace: Adaptive Curriculum Learning Loss for Deep Face Recognition 2 1 1 Apr 2020 ran 10 of 13 samples (3 unverified)
Circle Loss: A Unified Perspective of Pair Similarity Optimization 16 1 25 Feb 2020 ran 2 of 2 samples (0 unverified; 1 pointer-only for licence)
Probabilistic Face Embeddings 1 1 21 Apr 2019 ran 1 of 1 samples (0 unverified)
Look Across Elapse: Disentangled Representation Learning and Photorealistic Cross-Age Face Synthesis for Age-Invariant Face Recognition 1 1 2 Sep 2018 ran 0 of 6 samples (6 unverified)
Multicolumn Networks for Face Recognition 1 1 24 Jul 2018 ran 0 of 4 samples (4 unverified)
ArcFace: Additive Angular Margin Loss for Deep Face Recognition 100 1 23 Jan 2018 ran 16 of 21 samples (5 unverified; 14 pointer-only for licence)
VGGFace2: A dataset for recognising faces across pose and age 24 1 23 Oct 2017 ran 5 of 8 samples (3 unverified; 5 pointer-only for licence)
FaceNet: A Unified Embedding for Face Recognition and Clustering 183 1 12 Mar 2015 ran 67 of 154 samples (87 unverified; 45 pointer-only for licence)

Dataset loaders archive 2025-07-28

No loader listed in the archive.

Tasks archive 2025-07-28

Face VerificationQuantizationLightweight Face Recognition

License archive 2025-07-28

Custom (research-only, attribution)

Modalities archive 2025-07-28

ImagesVideos

Languages archive 2025-07-28

No language tagged.

Variants archive 2025-07-28

  • IJB-C

1 variant name, as the archive lists them.

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