Roadmap by https://padlet.com/korbinianhormann/ourjtaf7srjnrpz1 Timeline for the most important tasks of our computer vision project. en-us 2021-04-01 16:37:04 UTC 2023-12-20 13:23:28 UTC hello@padlet.com https://padlet.net/icons/png/1f6e3.png CW14 (05.04. - 11.04): Search for main approach for detecting shapes & colors korbinianhormann https://padlet.com/korbinianhormann/ourjtaf7srjnrpz1/wish/1376016395 [x] General search for different approaches in similar application areas and their performance.
[x] Make decision on which approach to use for the CV-Project]]> 2021-04-01 16:43:46 UTC https://padlet.com/korbinianhormann/ourjtaf7srjnrpz1/wish/1376016395 CW15 (12.04. - 18.04): Setup camera, collect data (images, access previously saved images) korbinianhormann https://padlet.com/korbinianhormann/ourjtaf7srjnrpz1/wish/1376018816 [x] Image Acquisition
[blocked] Camera calibration (OpenCV)]]> 2021-04-01 16:44:30 UTC https://padlet.com/korbinianhormann/ourjtaf7srjnrpz1/wish/1376018816 CW16 + 17 (19.04. - 02.05.): Image preprocessing + Object detection + Feature Extraction korbinianhormann https://padlet.com/korbinianhormann/ourjtaf7srjnrpz1/wish/1376034058 [x] Noise reduction (median/blur)
[x] Changing color spaces (RGB 2 LAB / HSV)
[x] Extract data about the features eg.: amount of pieces, colors, sizes, positions, ... ]]> 2021-04-01 16:48:58 UTC https://padlet.com/korbinianhormann/ourjtaf7srjnrpz1/wish/1376034058 CW18+19+20+21 (03.05. - 30.05.) Prediction/ recognition/ identification [From here on we will use the Deep Learnig approach] korbinianhormann https://padlet.com/korbinianhormann/ourjtaf7srjnrpz1/wish/1376052886 [x] Define objective: which classes of lego do we want to detect?
[x] Prepare dataset for training
[x] Train and validate model on test data
[x] Object recognition
[x] Validate on real fotos]]> 2021-04-01 16:53:55 UTC https://padlet.com/korbinianhormann/ourjtaf7srjnrpz1/wish/1376052886 CW22 (31.05.-13.06.): Extend the approach for video korbinianhormann https://padlet.com/korbinianhormann/ourjtaf7srjnrpz1/wish/1382552856
  • Identify & track a specific (moving) piece
  • Question: How many different pieces of lego pass during a time period. (Don't count same piece twice)
    • ]]>     2021-04-05 09:34:39 UTC https://padlet.com/korbinianhormann/ourjtaf7srjnrpz1/wish/1382552856     [x] Deliverable 1 (report) korbinianhormann https://padlet.com/korbinianhormann/ourjtaf7srjnrpz1/wish/1382557962 main approaches, decision]]> 2021-04-05 09:37:29 UTC https://padlet.com/korbinianhormann/ourjtaf7srjnrpz1/wish/1382557962 [x] Milestone 1 korbinianhormann https://padlet.com/korbinianhormann/ourjtaf7srjnrpz1/wish/1382558162 Computer program able to access camera, images, videos]]> 2021-04-05 09:37:37 UTC https://padlet.com/korbinianhormann/ourjtaf7srjnrpz1/wish/1382558162 [x] Deliverable 2 (jupyter notebook) korbinianhormann https://padlet.com/korbinianhormann/ourjtaf7srjnrpz1/wish/1382563610 Computer program able to access camera, images, videos ]]> 2021-04-05 09:40:59 UTC https://padlet.com/korbinianhormann/ourjtaf7srjnrpz1/wish/1382563610 Milestone 5: Final Demo korbinianhormann https://padlet.com/korbinianhormann/ourjtaf7srjnrpz1/wish/1382611305 (21.06.): Final Demo                   09:00 - 09:20]]> 2021-04-05 10:10:20 UTC https://padlet.com/korbinianhormann/ourjtaf7srjnrpz1/wish/1382611305 [x] Deliverable 3 korbinianhormann https://padlet.com/korbinianhormann/ourjtaf7srjnrpz1/wish/1382615292 Documentation]]> 2021-04-05 10:12:37 UTC https://padlet.com/korbinianhormann/ourjtaf7srjnrpz1/wish/1382615292 [x] Deliverable 4 (report) korbinianhormann https://padlet.com/korbinianhormann/ourjtaf7srjnrpz1/wish/1382622388 Validation of the usage of Convolutional Neural Networks and Transfer Learning for Multiclass Image Classification of Lego pieces.]]> 2021-04-05 10:17:05 UTC https://padlet.com/korbinianhormann/ourjtaf7srjnrpz1/wish/1382622388 [x] Milestone 3 korbinianhormann https://padlet.com/korbinianhormann/ourjtaf7srjnrpz1/wish/1382651149 Validate DL as method for classification of different lego pieces in images.]]> 2021-04-05 10:36:10 UTC https://padlet.com/korbinianhormann/ourjtaf7srjnrpz1/wish/1382651149 [ x ] Milestone 2 korbinianhormann https://padlet.com/korbinianhormann/ourjtaf7srjnrpz1/wish/1382678090 Note: This notebook shows the general pipeline. In future work it will be merged with the preprocessing step and the proper color based image segmentation approach.

    Detection of lego piece in image
    Extraction of: 
    • Color
    • Coordinates in image
    • Dimension
    • Aspect ratio
    Background: of example images
    Light: of example images
    ]]>     2021-04-05 10:54:26 UTC https://padlet.com/korbinianhormann/ourjtaf7srjnrpz1/wish/1382678090     [x] Milestone 4 korbinianhormann https://padlet.com/korbinianhormann/ourjtaf7srjnrpz1/wish/1382689577 Realtime tracking of different lego pieces in a video]]> 2021-04-05 11:02:04 UTC https://padlet.com/korbinianhormann/ourjtaf7srjnrpz1/wish/1382689577 CW23 (14.06. - 20.06.): Prepare Demo pascal_h https://padlet.com/korbinianhormann/ourjtaf7srjnrpz1/wish/1403059583 2021-04-10 19:41:00 UTC https://padlet.com/korbinianhormann/ourjtaf7srjnrpz1/wish/1403059583 Start pascal_h https://padlet.com/korbinianhormann/ourjtaf7srjnrpz1/wish/1482543069 2021-05-02 14:55:24 UTC https://padlet.com/korbinianhormann/ourjtaf7srjnrpz1/wish/1482543069 (14.06.): Description of demo project pascal_h https://padlet.com/korbinianhormann/ourjtaf7srjnrpz1/wish/1543652908 2021-05-20 13:10:56 UTC https://padlet.com/korbinianhormann/ourjtaf7srjnrpz1/wish/1543652908