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Image Classification

472 papers with code · Computer Vision

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LIP: Local Importance-based Pooling

12 Aug 2019sebgao/LIP

Spatial downsampling layers are favored in convolutional neural networks (CNNs) to downscale feature maps for larger receptive fields and less memory consumption.

IMAGE CLASSIFICATION OBJECT DETECTION

47
12 Aug 2019

AutoGAN: Neural Architecture Search for Generative Adversarial Networks

11 Aug 2019TAMU-VITA/AutoGAN

Neural architecture search (NAS) has witnessed prevailing success in image classification and (very recently) segmentation tasks.

IMAGE CLASSIFICATION IMAGE GENERATION NEURAL ARCHITECTURE SEARCH

100
11 Aug 2019

On the Variance of the Adaptive Learning Rate and Beyond

8 Aug 2019namisan/mt-dnn

The learning rate warmup heuristic achieves remarkable success in stabilizing training, accelerating convergence and improving generalization for adaptive stochastic optimization algorithms like RMSprop and Adam.

IMAGE CLASSIFICATION LANGUAGE MODELLING MACHINE TRANSLATION STOCHASTIC OPTIMIZATION

943
08 Aug 2019

Pseudo-Labeling and Confirmation Bias in Deep Semi-Supervised Learning

8 Aug 2019EricArazo/PseudoLabeling

Semi-supervised learning, i. e. jointly learning from labeled an unlabeled samples, is an active research topic due to its key role on relaxing human annotation constraints.

IMAGE CLASSIFICATION

5
08 Aug 2019

Kannada-MNIST: A new handwritten digits dataset for the Kannada language

3 Aug 2019vinayprabhu/Kannada_MNIST

In addition to this dataset, we disseminate an additional real world handwritten dataset (with $10k$ images), which we term as the Dig-MNIST dataset that can serve as an out-of-domain test dataset.

IMAGE CLASSIFICATION

31
03 Aug 2019

Quality Assessment of In-the-Wild Videos

1 Aug 2019lidq92/VSFA

We propose an objective no-reference video quality assessment method by integrating both effects into a deep neural network.

IMAGE CLASSIFICATION VIDEO QUALITY ASSESSMENT

8
01 Aug 2019

Compact Global Descriptor for Neural Networks

23 Jul 2019HolmesShuan/Compact-Global-Descriptor

Long-range dependencies modeling, widely used in capturing spatiotemporal correlation, has shown to be effective in CNN dominated computer vision tasks.

AUDIO CLASSIFICATION DEEP ATTENTION IMAGE CLASSIFICATION OBJECT DETECTION

10
23 Jul 2019

MixConv: Mixed Depthwise Convolutional Kernels

22 Jul 2019tensorflow/tpu

In this paper, we systematically study the impact of different kernel sizes, and observe that combining the benefits of multiple kernel sizes can lead to better accuracy and efficiency.

AUTOML IMAGE CLASSIFICATION OBJECT DETECTION

2,313
22 Jul 2019

Lookahead Optimizer: k steps forward, 1 step back

19 Jul 2019alphadl/lookahead.pytorch

The vast majority of successful deep neural networks are trained using variants of stochastic gradient descent (SGD) algorithms.

IMAGE CLASSIFICATION MACHINE TRANSLATION STOCHASTIC OPTIMIZATION

123
19 Jul 2019

Subspace Inference for Bayesian Deep Learning

17 Jul 2019wjmaddox/drbayes

Bayesian inference was once a gold standard for learning with neural networks, providing accurate full predictive distributions and well calibrated uncertainty.

BAYESIAN INFERENCE IMAGE CLASSIFICATION

23
17 Jul 2019