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Datasets/EPIC-KITCHENS-55

EPIC-KITCHENS-55

VideosIntroduced 2018-01-01

The EPIC-KITCHENS-55 dataset comprises a set of 432 egocentric videos recorded by 32 participants in their kitchens at 60fps with a head mounted camera. There is no guiding script for the participants who freely perform activities in kitchens related to cooking, food preparation or washing up among others. Each video is split into short action segments (mean duration is 3.7s) with specific start and end times and a verb and noun annotation describing the action (e.g. ‘open fridge‘). The verb classes are 125 and the noun classes 331. The dataset is divided into one train and two test splits.

Source: Egocentric Hand Track and Object-based Human Action Recognition Image Source: https://epic-kitchens.github.io/2020-100

Benchmarks

16k/mAP@.52D Classification/mAP@.52D Object Detection/mAP@.53D/mAP@.5Action Recognition/Top-1 AccuracyActivity Recognition/Top-1 AccuracyActivity Recognition/Actions Top-1 (S1)Activity Recognition/Actions Top-1 (S2)Object Detection/mAP@.5

Related Benchmarks

EPIC-KITCHENS-55 (Seen test set (S1))/2D Human Pose Estimation/Top 1 Accuracy - Act.EPIC-KITCHENS-55 (Seen test set (S1))/2D Human Pose Estimation/Top 1 Accuracy - NounEPIC-KITCHENS-55 (Seen test set (S1))/2D Human Pose Estimation/Top 1 Accuracy - VerbEPIC-KITCHENS-55 (Seen test set (S1))/2D Human Pose Estimation/Top 5 Accuracy - Act.EPIC-KITCHENS-55 (Seen test set (S1))/2D Human Pose Estimation/Top 5 Accuracy - NounEPIC-KITCHENS-55 (Seen test set (S1))/2D Human Pose Estimation/Top 5 Accuracy - VerbEPIC-KITCHENS-55 (Seen test set (S1))/Action Anticipation/Top 1 Accuracy - Act.EPIC-KITCHENS-55 (Seen test set (S1))/Action Anticipation/Top 1 Accuracy - NounEPIC-KITCHENS-55 (Seen test set (S1))/Action Anticipation/Top 1 Accuracy - VerbEPIC-KITCHENS-55 (Seen test set (S1))/Action Anticipation/Top 5 Accuracy - Act.EPIC-KITCHENS-55 (Seen test set (S1))/Action Anticipation/Top 5 Accuracy - NounEPIC-KITCHENS-55 (Seen test set (S1))/Action Anticipation/Top 5 Accuracy - VerbEPIC-KITCHENS-55 (Seen test set (S1))/Action Recognition/Top 1 Accuracy - Act.EPIC-KITCHENS-55 (Seen test set (S1))/Action Recognition/Top 1 Accuracy - NounEPIC-KITCHENS-55 (Seen test set (S1))/Action Recognition/Top 1 Accuracy - VerbEPIC-KITCHENS-55 (Seen test set (S1))/Action Recognition/Top 5 Accuracy - Act.EPIC-KITCHENS-55 (Seen test set (S1))/Action Recognition/Top 5 Accuracy - NounEPIC-KITCHENS-55 (Seen test set (S1))/Action Recognition/Top 5 Accuracy - VerbEPIC-KITCHENS-55 (Seen test set (S1))/Action Recognition In Videos/Top 1 Accuracy - Act.EPIC-KITCHENS-55 (Seen test set (S1))/Action Recognition In Videos/Top 1 Accuracy - NounEPIC-KITCHENS-55 (Seen test set (S1))/Action Recognition In Videos/Top 1 Accuracy - VerbEPIC-KITCHENS-55 (Seen test set (S1))/Action Recognition In Videos/Top 5 Accuracy - Act.EPIC-KITCHENS-55 (Seen test set (S1))/Action Recognition In Videos/Top 5 Accuracy - NounEPIC-KITCHENS-55 (Seen test set (S1))/Action Recognition In Videos/Top 5 Accuracy - VerbEPIC-KITCHENS-55 (Seen test set (S1))/Activity Recognition/Top 1 Accuracy - Act.EPIC-KITCHENS-55 (Seen test set (S1))/Activity Recognition/Top 1 Accuracy - NounEPIC-KITCHENS-55 (Seen test set (S1))/Activity Recognition/Top 1 Accuracy - VerbEPIC-KITCHENS-55 (Seen test set (S1))/Activity Recognition/Top 5 Accuracy - Act.EPIC-KITCHENS-55 (Seen test set (S1))/Activity Recognition/Top 5 Accuracy - NounEPIC-KITCHENS-55 (Seen test set (S1))/Activity Recognition/Top 5 Accuracy - VerbEPIC-KITCHENS-55 (Unseen test set (S2)/2D Human Pose Estimation/Top 1 Accuracy - Act.EPIC-KITCHENS-55 (Unseen test set (S2)/2D Human Pose Estimation/Top 1 Accuracy - NounEPIC-KITCHENS-55 (Unseen test set (S2)/2D Human Pose Estimation/Top 1 Accuracy - VerbEPIC-KITCHENS-55 (Unseen test set (S2)/2D Human Pose Estimation/Top 5 Accuracy - Act.EPIC-KITCHENS-55 (Unseen test set (S2)/2D Human Pose Estimation/Top 5 Accuracy - NounEPIC-KITCHENS-55 (Unseen test set (S2)/2D Human Pose Estimation/Top 5 Accuracy - VerbEPIC-KITCHENS-55 (Unseen test set (S2)/Action Anticipation/Top 1 Accuracy - Act.EPIC-KITCHENS-55 (Unseen test set (S2)/Action Anticipation/Top 1 Accuracy - NounEPIC-KITCHENS-55 (Unseen test set (S2)/Action Anticipation/Top 1 Accuracy - VerbEPIC-KITCHENS-55 (Unseen test set (S2)/Action Anticipation/Top 5 Accuracy - Act.EPIC-KITCHENS-55 (Unseen test set (S2)/Action Anticipation/Top 5 Accuracy - NounEPIC-KITCHENS-55 (Unseen test set (S2)/Action Anticipation/Top 5 Accuracy - VerbEPIC-KITCHENS-55 (Unseen test set (S2)/Action Recognition/Top 1 Accuracy - Act.EPIC-KITCHENS-55 (Unseen test set (S2)/Action Recognition/Top 1 Accuracy - NounEPIC-KITCHENS-55 (Unseen test set (S2)/Action Recognition/Top 1 Accuracy - VerbEPIC-KITCHENS-55 (Unseen test set (S2)/Action Recognition/Top 5 Accuracy - Act.EPIC-KITCHENS-55 (Unseen test set (S2)/Action Recognition/Top 5 Accuracy - NounEPIC-KITCHENS-55 (Unseen test set (S2)/Action Recognition/Top 5 Accuracy - VerbEPIC-KITCHENS-55 (Unseen test set (S2)/Action Recognition In Videos/Top 1 Accuracy - Act.EPIC-KITCHENS-55 (Unseen test set (S2)/Action Recognition In Videos/Top 1 Accuracy - NounEPIC-KITCHENS-55 (Unseen test set (S2)/Action Recognition In Videos/Top 1 Accuracy - VerbEPIC-KITCHENS-55 (Unseen test set (S2)/Action Recognition In Videos/Top 5 Accuracy - Act.EPIC-KITCHENS-55 (Unseen test set (S2)/Action Recognition In Videos/Top 5 Accuracy - NounEPIC-KITCHENS-55 (Unseen test set (S2)/Action Recognition In Videos/Top 5 Accuracy - VerbEPIC-KITCHENS-55 (Unseen test set (S2)/Activity Recognition/Top 1 Accuracy - Act.EPIC-KITCHENS-55 (Unseen test set (S2)/Activity Recognition/Top 1 Accuracy - NounEPIC-KITCHENS-55 (Unseen test set (S2)/Activity Recognition/Top 1 Accuracy - VerbEPIC-KITCHENS-55 (Unseen test set (S2)/Activity Recognition/Top 5 Accuracy - Act.EPIC-KITCHENS-55 (Unseen test set (S2)/Activity Recognition/Top 5 Accuracy - NounEPIC-KITCHENS-55 (Unseen test set (S2)/Activity Recognition/Top 5 Accuracy - Verb

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Papers
42
Benchmarks
9

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Tasks

16k2D Classification2D Object Detection3DAction RecognitionActivity RecognitionEgocentric Activity RecognitionObject DetectionVideo Object DetectionVideo Understanding