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Models

A selection of the best models are available for download from my Google Drive. After downloading simply store the pre-trained model directories in the experiments directory.

A summary of the models and their results is below

TODO Add summary table

Models evaluated on the Pascal VOC, MS-COCO or ImageNet-DET dataset use the image based metrics: Box Area's - Small <32, Medium 32-96, Large >96. While models evaluated on the ImageNet-VID datasets use the video based metrics: Box Area's - Small <50, Medium 50-150, Large >150 - Instance's Speed (motion IoU) - SLow >0.9, MOderate 0.7-0.9, FAst <0.7

Framewise CNNs

Baselines

These models are trained and tested on their respective datasets. The Pascal VOC and MS-COCO models are taken from the GluonCV Model Zoo

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ImageNet-VID Finetuning

Coming Soon

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Combined Dataset Training

Coming Soon

Temporal CNNs

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Channel Concatenation

Coming Soon

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R(2+1)D CNN

Coming Soon

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Hierarchical 3D

Coming Soon