No Need to Sacrifice Data Quality for Quantity: Crowd-Informed Machine
Annotation for Cost-Effective Understanding of Visual Data

No Need to Sacrifice Data Quality for Quantity: Crowd-Informed Machine Annotation for Cost-Effective Understanding of Visual Data

19 August 2024

Christopher Klugmann

Guruprasad Hegde

Daniel Kondermann

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Papers citing "No Need to Sacrifice Data Quality for Quantity: Crowd-Informed Machine Annotation for Cost-Effective Understanding of Visual Data"

12 / 12 papers shown

Title
Eliciting and Learning with Soft Labels from Every Annotator Katherine M. Collins Umang Bhatt Adrian Weller 75 46 0 02 Jul 2022
Mitigating Neural Network Overconfidence with Logit Normalization Hongxin Wei Renchunzi Xie Hao-Ran Cheng Lei Feng Bo An Yixuan Li OODD 227 286 0 19 May 2022
Unsolved Problems in ML Safety Dan Hendrycks Nicholas Carlini John Schulman Jacob Steinhardt 260 294 0 28 Sep 2021
PyTorch: An Imperative Style, High-Performance Deep Learning Library Adam Paszke Sam Gross Francisco Massa Adam Lerer James Bradbury ... Sasank Chilamkurthy Benoit Steiner Lu Fang Junjie Bai Soumith Chintala ODL 565 42,639 0 03 Dec 2019
On the adequacy of untuned warmup for adaptive optimization Jerry Ma Denis Yarats 95 70 0 09 Oct 2019
The Mapillary Traffic Sign Dataset for Detection and Classification on a Global Scale C. Ertler Jerneja Mislej Tobias Ollmann Lorenzo Porzi Gerhard Neuhold Yubin Kuang 75 74 0 10 Sep 2019
Human uncertainty makes classification more robust Joshua C. Peterson Ruairidh M. Battleday Thomas Griffiths Olga Russakovsky OOD 64 306 0 19 Aug 2019
EfficientNet: Rethinking Model Scaling for Convolutional Neural Networks Mingxing Tan Quoc V. Le 3DV MedIm 172 18,193 0 28 May 2019
The EuroCity Persons Dataset: A Novel Benchmark for Object Detection Markus Braun Sebastian Krebs F. Flohr D. Gavrila ObjD 74 230 0 18 May 2018
On Calibration of Modern Neural Networks Chuan Guo Geoff Pleiss Yu Sun Kilian Q. Weinberger UQCV 299 5,877 0 14 Jun 2017
Adam: A Method for Stochastic Optimization Diederik P. Kingma Jimmy Ba ODL 2.1K 150,364 0 22 Dec 2014
ImageNet Large Scale Visual Recognition Challenge Olga Russakovsky Jia Deng Hao Su J. Krause S. Satheesh ... A. Karpathy A. Khosla Michael S. Bernstein Alexander C. Berg Li Fei-Fei VLM ObjD 1.7K 39,615 0 01 Sep 2014