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WAIC TSR Dataset


Our benchmark consists of 25 very different real videos, recorded with high speed consumer cameras. Some of these videos were downloaded from the web, and some taken from the Need-for-Speed [11] benchmark.

We divide the dataset into two groups: Extermely challenging videos (1-13) and less challenging videos (14-25)

The LTR videos were generated from these HTR videos by blurring and sub-sampling them in time by a factor of 8 (by averaging every 8 frames). This is equivalent to a 'slower' video camera recording the same dynamic scene, with full inter-frame exposure-time, at 1/8 framerate (30 fps).
These LTR videos were fed as inputs to the different algorithms.


The following images are representative frames of the WAIC TSR benchmark. One frame from each LTR video in the benchmark. The video numbering is consistent with that used in all tables. Red frames mark the subset of more challenging videos.

WAIC TSR Dataset Example Frames


WAIC TSR Dataset Example Frames


The dataset is split into two groups:
(i) Videos 1-13 are extremely challenging, not only with severe motion blur, but also with severe motion aliasing and/or complex highly non-rigid motions (e.g., splashing water, flickering fire, etc.);
(ii) Videos 14-25 are less challenging, still with sever motion blur, but mostly rigid motions.
This was done in order to highlight the type of videos that benefit the most from Internal-Learning.


The table below summarises the lengths and frame sizes of the HTR (high temporal resolution) ground-truth videos.

#Frames and Resolution for each video in WAIC TSR Dataset

# Video Name # Frames Resolution # Video Name # Frames Resolution
1Water280 640x360 14Biker7201280x720
2Jelly480640x360 15Drifting car4001280x720
3Diamonds360448x360 16Billiard4801280x720
4Fire4401280x720 17Bicycle2401280x720
5Hair 3360704x512 18Ducks840512x568
6Soap4801280x720 19Skills4401280x720
7Coin200512x432 20Hula Hoop3201280x720
8Blue cup240960x536 21Running women4401280x720
9Burnout wheel440544x560 22Running men4401280x720
10Cheetah2401280x704 23Butterfly440560x480
11hard disk360704x720 24Dog4001280x720
12Wet dog4001280x720 25Backflip4001280x720
13Hair 24001280x720

Some of the videos were taken from the Need for Speed benchmark.