pytorch/examples

Video classification example

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Aperta il 18 mar 2021

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 (1 commento) (0 reazioni) (0 assegnatari)Python (21.634 star) (9429 fork)batch import
good first issue

Descrizione

Hi,

As we all know that video representation learning is a hot topic in computer vision community (thanks to recent advances in self-supervised learning), is it time to add a toy example for video classification? This code would be as simple as image classification examples. For example, we can add an example of video classification using I3D on UCF-101/HMDB-51?

Guida contributor

Tech stack
python
Dominio
machine learning
Tipo issue
feature
DifficoltàQuanto dovrebbe essere impegnativa per un nuovo contributor.
3
Tempo stimatoTempo stimato per completare e verificare uno scope piccolo.
1-2 days
Stato attivitàQuanto è probabile che la issue sia ancora attiva e reviewable.
stale
ChiarezzaQuanto chiaramente la issue descrive problema, scope e risultato atteso.
mostly clear
Prerequisiti
PythonPyTorchBasic video data handling
Adatta ai principiantiQuanto la issue è adatta a contributor alla prima esperienza.
30
Direzione di ricerca
The issue requests adding a video classification example similar to existing image classification examples in the repository. The example should use I3D on UCF 101 or HMDB 51. Since the issue is from 2021 and has only one comment, review the conversation for any additional details. The maintainers may need to decide on the scope and whether to include data download scripts. Look at the structure of other examples in the repo (e.g., image classification under vision/) to replicate the pattern. The main work involves writing a training script, defining the I3D model, and handling video data loading.