Lei Tian
ABSTRACT
We present an online Item Intelligent Publishing System used in large scale Consumer to Consumer (C2C) transaction platform, named as I2PS, it is designed for personal seller to publish their items in an automatic way with the uploaded images. Our I2PS is deployed in Xianyu mobile App, the largest second-hand item shopping platform in China. The proposed system not only can guide seller how to photograph the publishing items with more details based on category recognition module, but also can intelligently tell the seller exactly what this product is and which attributes it has based on various recognition methods. The seller does not need to input extra product information, so that the item's publish process in Xianyu can be performed without any difficulty. In this paper, we introduce several techniques we used to develop the I2PS for product understanding, including product's category recognition, Standard Product Unit (SPU) recognition, multi-label attribute recognition and their corresponding pre-processing technologies. Our system deployed in Xianyu can help tens of millions personal sellers to publish their items, and improves publishing success rate by more than 15% and reduces publishing duration by more than 20%. The demo video is available at https://youtu.be/3NRx2hECIHc.
- Jiankang Deng, Jia Guo, Niannan Xue, and Stefanos Zafeiriou. 2019. Arcface: Additive angular margin loss for deep face recognition. In CVPR. 4690--4699.Google Scholar
- Kaiming He, Xiangyu Zhang, Shaoqing Ren, and Jian Sun. 2016. Deep residual learning for image recognition. In CVPR. 770--778.Google Scholar
- Jongmin Kim, Taesup Kim, Sungwoong Kim, and Chang D Yoo. 2019. Edge-labeling graph neural network for few-shot learning. In CVPR. 11--20.Google Scholar
- Nikolaos Sarafianos, Xiang Xu, and Ioannis A Kakadiaris. 2018. Deep imbalanced attribute classification using visual attention aggregation. In ECCV. 680--697.Google Scholar
- Johan Ugander and Lars Backstrom. 2013. Balanced label propagation for partitioning massive graphs. In WSDM. 507--516.Google Scholar
- Chih-Kuan Yeh, Wei-Chieh Wu, Wei-Jen Ko, and Yu-Chiang Frank Wang. 2017. Learning deep latent space for multi-label classification. In AAAI.Google Scholar
- Yanhao Zhang, Pan Pan, Yun Zheng, Kang Zhao, Yingya Zhang, Xiaofeng Ren, and Rong Jin. 2018. Visual search at alibaba. In KDD. ACM, 993--1001.Google Scholar
Index Terms
- I2PS: An Online Item Intelligent Publishing System in Consumer to Consumer (C2C) Transaction Platform
Recommendations
Different perceptions of online shopping concerning product availability, consumer location, and experience
Business-to-consumer e-commerce sales are a significant component of the global consumer market. This study conducted questionnaire-based research and examined university students' behaviour and perceptions regarding online shopping. The results showed ...
Business-to-Consumer Platform Strategy: How Vendor Certification Changes Platform and Seller Incentives
WITS 2015 Special IssueWe build an economic model to study the problem of offering a new, high-certainty channel on an existing business-to-consumer platform such as Taobao and eBay. On this new channel, the platform owner exerts effort to reduce the uncertainty of service ...
Consumer Addressability and Customized Pricing
The increasing availability of customer information is giving many firms the ability to reach and customize price and other marketing efforts to the tastes of the individual consumer. This ability is labeled as consumer addressability. Consumer ...
Comments