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Greatest papers with code

BMN: Boundary-Matching Network for Temporal Action Proposal Generation

ICCV 2019 PaddlePaddle/models

To address these difficulties, we introduce the Boundary-Matching (BM) mechanism to evaluate confidence scores of densely distributed proposals, which denote a proposal as a matching pair of starting and ending boundaries and combine all densely distributed BM pairs into the BM confidence map.

ACTION DETECTION ACTION RECOGNITION TEMPORAL ACTION PROPOSAL GENERATION

BSN: Boundary Sensitive Network for Temporal Action Proposal Generation

ECCV 2018 PaddlePaddle/models

Temporal action proposal generation is an important yet challenging problem, since temporal proposals with rich action content are indispensable for analysing real-world videos with long duration and high proportion irrelevant content.

ACTION DETECTION TEMPORAL ACTION PROPOSAL GENERATION

A Multigrid Method for Efficiently Training Video Models

CVPR 2020 facebookresearch/SlowFast

We empirically demonstrate a general and robust grid schedule that yields a significant out-of-the-box training speedup without a loss in accuracy for different models (I3D, non-local, SlowFast), datasets (Kinetics, Something-Something, Charades), and training settings (with and without pre-training, 128 GPUs or 1 GPU).

ACTION DETECTION ACTION RECOGNITION VIDEO UNDERSTANDING

Multi-Moments in Time: Learning and Interpreting Models for Multi-Action Video Understanding

1 Nov 2019metalbubble/moments_models

An event happening in the world is often made of different activities and actions that can unfold simultaneously or sequentially within a few seconds.

ACTION DETECTION ACTION RECOGNITION MULTI-LABEL LEARNING VIDEO UNDERSTANDING

An End-to-End Architecture for Keyword Spotting and Voice Activity Detection

28 Nov 2016mindorii/kws

We propose a single neural network architecture for two tasks: on-line keyword spotting and voice activity detection.

ACTION DETECTION ACTIVITY DETECTION KEYWORD SPOTTING

Asynchronous Interaction Aggregation for Action Detection

ECCV 2020 MVIG-SJTU/AlphAction

We propose the Asynchronous Interaction Aggregation network (AIA) that leverages different interactions to boost action detection.

ACTION DETECTION