Review Article

Blockchain-Based Crowdsourcing Makes Training Dataset of Machine Learning No Longer Be in Short Supply

Table 2

Summary of literatures on various fields.

ItemRelated workKey points

Centralized MCS system with dataset collection or annotation[7074][70] Training dataset collection of interface tappability
[71] Training dataset collection of spam SMSes
[72] Training dataset annotation
[73] Training dataset collection of temperature
[74] Training dataset collection and trading of images
Centralized traditional CS system with dataset collection or annotation[17, 18, 7587][17] Training dataset collection of videos
[75] Training dataset collection of images with labels
[76] Training dataset collection of audios
[18] Training dataset annotation with three criteria to ensure high quality
[77] Training dataset annotation with high quality and low costs
[7887] Other systems for training dataset annotation
Decentralized CS systems without blockchain[8891][8891] Task completion in a distributed way but need a centralized system or trusted third-party servers
Decentralized CS systems with blockchain[92101][92] Court processing of adjudication
[93] A general blockchain-based decentralized framework
[94] Collaboratively building and updating a dataset
[95] Copyright-preserving data trading
[96] Data trading based on reverse auction
[97] Task-worker matching
[98] Healthcare remedy evaluation system
[99] Novel mobile health applications
[100, 101] Peer-to-peer energy trading platform
Reputation system with blockchain[102][102] Blockchain-based MCS system with reputation system
PPTD[65, 67, 103114][65, 67, 103114] PPTD systems implemented on cloud servers
[115118][115118] PPTD systems implemented on blockchain