Home Categories About Call for Papers

FGVC7 2020 : The Seventh Workshop on Fine-Grained Visual Categorization @ CVPR 2020

Seattle, WA

Event Date:	June 19, 2020 - June 19, 2020
Submission Deadline:	March 27, 2020

About

Fine-grained categorization (called `subordinate categorization’ in the psychology literature) lies in the continuum between basic-level categorization (object recognition) and the identification of individuals (e.g., face recognition, biometrics). The visual distinctions between similar categories are often quite subtle and therefore difficult to address with today’s general-purpose object recognition machinery. This is especially true for domains where data is not readily available on the web (e.g., medical images, or depth data), or domains for which training data is limited. It is likely that a radical re-thinking of the techniques used for representation learning, architecture design, human-in-the-loop learning, few-shot, and self-supervised learning that are currently used for visual recognition will be needed to improve fine-grained categorization.

It is our hope that the invited talks, including researchers from scientific application domains, will shed light on human expertise and human performance in subordinate categorization and on motivating research applications. For additional details, please see the FGVC6 workshop held in 2019.

Call for Papers

The purpose of this workshop is to bring together researchers to explore visual recognition across the continuum between basic level categorization (object recognition) and identification of individuals within a category population. Topics of interest include:

Fine-grained categorization

Novel datasets and data collection strategies for fine-grained categorization
Appropriate error metrics for fine-grained categorization
Low shot learning
Self-supervised learning
Semi-supervised learning
Transfer-learning from known to novel subcategories
Attribute and part based approaches
Taxonomic predictions

Human-in-the-loop

Fine-grained categorization with humans in the loop
Embedding human experts’ knowledge into computational models
Machine teaching
Interpretable fine-grained models

Multi-modal learning

Using audio and video data
Using geographical priors
Learning shape

Fine-grained applications

Product recognition
Animal biometrics and camera traps

Summary

FGVC7 2020 : The Seventh Workshop on Fine-Grained Visual Categorization @ CVPR 2020 will take place in Seattle, WA. It’s a 1 day event starting on Jun 19, 2020 (Friday) and will be winded up on Jun 19, 2020 (Friday).

FGVC7 2020 falls under the following areas: COMPUTER VISION, MACHINE LEARNING, etc. Submissions for this Workshop can be made by Mar 27, 2020.

Please check the official event website for possible changes before you make any travelling arrangements. Generally, events are strict with their deadlines. It is advisable to check the official website for all the deadlines.

Other Details of the FGVC7 2020

Short Name: FGVC7 2020
Full Name: The Seventh Workshop on Fine-Grained Visual Categorization @ CVPR 2020
Timing: 09:00 AM-06:00 PM (expected)
Fees: Check the official website of FGVC7 2020
Event Type: Workshop
Website Link: https://sites.google.com/view/fgvc7
Location/Address: Seattle, WA

Credits and Sources

[1] FGVC7 2020 : The Seventh Workshop on Fine-Grained Visual Categorization @ CVPR 2020