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Datasets/CAR

CAR

Cityscapes Attributes Recognition

ImagesIntroduced 2021-11-16

CAR contains visual attributes for objects in the Cityscapes dataset. For each object in an image, we have a list of attributes that depend on the category of the object. For instance, a vehicle category has a visibility attribute while a pedestrian has an activity attribute (walking, standing, etc.).

The objective of this dataset is to ease the development of better algorithms for self-driving vehicles as that requires a complete understanding of the entire scene with all of its details including attributes of all objects.

We chose Cityscapes as it already contains different types of useful annotations and adding attributes to that will remove a huge burden over developing algorithms with self or semi supervision.

Related Benchmarks

CARLA/Autonomous Driving/Driving scoreCARLA/Autonomous Driving/Infraction penaltyCARLA/Autonomous Driving/Route completionCARLA/Autonomous Vehicles/Driving ScoreCARLA/Autonomous Vehicles/Driving scoreCARLA/Autonomous Vehicles/Infraction ScoreCARLA/Autonomous Vehicles/Infraction penaltyCARLA/Autonomous Vehicles/Route CompletionCARLA/Autonomous Vehicles/Route completionCARLA/CARLA longest6/Driving ScoreCARLA/CARLA longest6/Infraction ScoreCARLA/CARLA longest6/Route CompletionCARLA Leaderboard/Autonomous Driving/Driving ScoreCARLA Leaderboard/Autonomous Driving/Infraction penaltyCARLA Leaderboard/Autonomous Driving/Route CompletionCARLA Leaderboard/Autonomous Vehicles/Driving ScoreCARLA Leaderboard/Autonomous Vehicles/Infraction penaltyCARLA Leaderboard/Autonomous Vehicles/Route CompletionCARPK/Object Counting/MAECARPK/Object Counting/RMSECARS196/Image Classification/AccuracyCARS196/Image Clustering/NMICARS196/Image Retrieval/R@1CARS196/Image Retrieval/R@8CARS196/Metric Learning/R@1CaRB/Open Information Extraction/F1CaRB OIE benchmark (Greek Use-case)/Open Information Extraction/F1CarFlag-1532/Fine-Grained Image Classification/AccuracyCarFlag-1532/Image Classification/AccuracyCarFlag-563/Fine-Grained Image Classification/AccuracyCarFlag-563/Image Classification/AccuracyCarFusion/1 Image, 2*2 Stitchi/3DPCKCarFusion/1 Image, 2*2 Stitchi/PCKCarFusion/3D/3DPCKCarFusion/3D/PCKCarFusion/3D Pose Estimation/3DPCKCarFusion/Pose Estimation/3DPCKCarFusion/Pose Estimation/PCKCar_Price_Prediction/regression/R SquaredCarl/3D/Rank-1Carl/3D Face Modelling/Rank-1Carl/3D Face Reconstruction/Rank-1Carl/Face Recognition/Rank-1Carl/Face Reconstruction/Rank-1Carl/Facial Recognition and Modelling/Rank-1Cars-196/Image Compression/Bit rateCart Pole (OpenAI Gym)/3D/ScoreCart Pole (OpenAI Gym)/3D Face Modelling/ScoreCart Pole (OpenAI Gym)/Continuous Control/ScoreCart-Pole Balancing/3D/ScoreCart-Pole Balancing/3D Face Modelling/ScoreCart-Pole Balancing/Continuous Control/ScoreCart-Pole Balancing (limited sensors)/3D/ScoreCart-Pole Balancing (limited sensors)/3D Face Modelling/ScoreCart-Pole Balancing (limited sensors)/Continuous Control/ScoreCart-Pole Balancing (noisy observations)/3D/ScoreCart-Pole Balancing (noisy observations)/3D Face Modelling/ScoreCart-Pole Balancing (noisy observations)/Continuous Control/ScoreCart-Pole Balancing (system identifications)/3D/ScoreCart-Pole Balancing (system identifications)/3D Face Modelling/ScoreCart-Pole Balancing (system identifications)/Continuous Control/ScoreCartPole-v1/OpenAI Gym/Average ReturnCartpole, swingup (DMControl100k)/3D/ScoreCartpole, swingup (DMControl100k)/3D Face Modelling/ScoreCartpole, swingup (DMControl100k)/Continuous Control/ScoreCartpole, swingup (DMControl500k)/3D/ScoreCartpole, swingup (DMControl500k)/3D Face Modelling/ScoreCartpole, swingup (DMControl500k)/Continuous Control/Scorecars/Cross-Domain Few-Shot/5 shotcars/Few-Shot Learning/5 shotcars/Meta-Learning/5 shotcartpole.balance/3D/Returncartpole.balance/3D Face Modelling/Returncartpole.balance/Continuous Control/Returncartpole.balance_sparse/3D/Returncartpole.balance_sparse/3D Face Modelling/Returncartpole.balance_sparse/Continuous Control/Returncartpole.swingup/3D/Returncartpole.swingup/3D Face Modelling/Returncartpole.swingup/Continuous Control/Returncartpole.swingup_sparse/3D/Returncartpole.swingup_sparse/3D Face Modelling/Returncartpole.swingup_sparse/Continuous Control/Return

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Pedestrian Attribute RecognitionPhysical Attribute Prediction