microsoft/nni

Any example for Object Detection through NAS is availble?

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#4,362 opened on Dec 2, 2021

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 (3 comments) (4 reactions) (1 assignee)Python (13,504 stars) (1,830 forks)batch import
NAS 2.0good first issue

Description

Describe the issue: Could you provide an example for Object Detection through NAS?

Contributor guide

Tech stack
pythonpytorch
Domain
machine learningai
Issue type
documentation
DifficultyEstimated implementation difficulty for a new contributor, from 1 for very small changes to 5 for expert-level work.
3
Estimated timeA rough time range for an experienced contributor to investigate, implement, test, and prepare a pull request.
1-2 days
Activity statusHow available the issue appears right now: fresh, active, stale, blocked, or waiting on maintainer input.
needs maintainer response
ClarityHow clearly the issue explains the expected change, acceptance criteria, and next step.
mostly clear
Prerequisites
Pythondeep learningNeural Architecture Search
Newbie friendlinessA 1-100 score estimating how approachable this issue is for first-time contributors.
30
Research direction
The contributor should explore NNI's existing NAS examples in the 'examples' folder, particularly any related to image classification. They need to understand how NNI integrates with PyTorch for NAS and then adapt an object detection model like YOLO or SSD. They should also check if the assignee has started any work or if there are comments suggesting a direction. The main task is to create a minimal working example that demonstrates NAS for object detection using NNI's API.