General Classification

3498 papers with code • 1 benchmarks • 3 datasets

Algorithms trying to solve the general task of classification.

Greatest papers with code

TensorFlow: Large-Scale Machine Learning on Heterogeneous Distributed Systems

tensorflow/tensorflow 14 Mar 2016

TensorFlow is an interface for expressing machine learning algorithms, and an implementation for executing such algorithms.

Dimensionality Reduction General Classification

MobileNets: Efficient Convolutional Neural Networks for Mobile Vision Applications

tensorflow/tensorflow 17 Apr 2017

We present a class of efficient models called MobileNets for mobile and embedded vision applications.

Classification General Classification +2

VATT: Transformers for Multimodal Self-Supervised Learning from Raw Video, Audio and Text

tensorflow/models 22 Apr 2021

We show that the convolution-free VATT outperforms state-of-the-art ConvNet-based architectures in the downstream tasks.

 Ranked #1 on Action Classification on Moments in Time (using extra training data)

Action Classification Action Recognition +7

SpineNet: Learning Scale-Permuted Backbone for Recognition and Localization

tensorflow/models CVPR 2020

We propose SpineNet, a backbone with scale-permuted intermediate features and cross-scale connections that is learned on an object detection task by Neural Architecture Search.

Classification General Classification +5

Classification of crystallization outcomes using deep convolutional neural networks

tensorflow/models 27 Mar 2018

The Machine Recognition of Crystallization Outcomes (MARCO) initiative has assembled roughly half a million annotated images of macromolecular crystallization experiments from various sources and setups.

Classification General Classification

Quantization and Training of Neural Networks for Efficient Integer-Arithmetic-Only Inference

tensorflow/models CVPR 2018

The rising popularity of intelligent mobile devices and the daunting computational cost of deep learning-based models call for efficient and accurate on-device inference schemes.

General Classification Quantization

Progressive Neural Architecture Search

tensorflow/models ECCV 2018

We propose a new method for learning the structure of convolutional neural networks (CNNs) that is more efficient than recent state-of-the-art methods based on reinforcement learning and evolutionary algorithms.

General Classification Image Classification +1

The iNaturalist Species Classification and Detection Dataset

tensorflow/models CVPR 2018

Existing image classification datasets used in computer vision tend to have a uniform distribution of images across object categories.

Classification General Classification +1

Categorical Reparameterization with Gumbel-Softmax

tensorflow/models 3 Nov 2016

Categorical variables are a natural choice for representing discrete structure in the world.

General Classification

Adversarial Training Methods for Semi-Supervised Text Classification

tensorflow/models 25 May 2016

Adversarial training provides a means of regularizing supervised learning algorithms while virtual adversarial training is able to extend supervised learning algorithms to the semi-supervised setting.

Classification General Classification +4