Browse > Computer Vision > Image Classification > Sequential Image Classification

Sequential Image Classification

6 papers with code · Computer Vision

Sequential image classification is the task of classifying a sequence of images.

State-of-the-art leaderboards

Trend Dataset Best Method Paper title Paper Code Compare

Greatest papers with code

An Empirical Evaluation of Generic Convolutional and Recurrent Networks for Sequence Modeling

4 Mar 2018locuslab/TCN

Our results indicate that a simple convolutional architecture outperforms canonical recurrent networks such as LSTMs across a diverse range of tasks and datasets, while demonstrating longer effective memory.

LANGUAGE MODELLING MACHINE TRANSLATION MUSIC MODELING SEQUENTIAL IMAGE CLASSIFICATION

Dilated Recurrent Neural Networks

NeurIPS 2017 code-terminator/DilatedRNN

To provide a theory-based quantification of the architecture's advantages, we introduce a memory capacity measure, the mean recurrent length, which is more suitable for RNNs with long skip connections than existing measures.

SEQUENTIAL IMAGE CLASSIFICATION

Recurrent Batch Normalization

30 Mar 2016cooijmanstim/recurrent-batch-normalization

We propose a reparameterization of LSTM that brings the benefits of batch normalization to recurrent neural networks.

LANGUAGE MODELLING QUESTION ANSWERING READING COMPREHENSION SEQUENTIAL IMAGE CLASSIFICATION

Full-Capacity Unitary Recurrent Neural Networks

NeurIPS 2016 stwisdom/urnn

To address this question, we propose full-capacity uRNNs that optimize their recurrence matrix over all unitary matrices, leading to significantly improved performance over uRNNs that use a restricted-capacity recurrence matrix.

SEQUENTIAL IMAGE CLASSIFICATION

Unitary Evolution Recurrent Neural Networks

20 Nov 2015Avmb/lowrank-gru

When the eigenvalues of the hidden to hidden weight matrix deviate from absolute value 1, optimization becomes difficult due to the well studied issue of vanishing and exploding gradients, especially when trying to learn long-term dependencies.

SEQUENTIAL IMAGE CLASSIFICATION