SOTAVerified

Image Classification

Image Classification is a fundamental task in vision recognition that aims to understand and categorize an image as a whole under a specific label. Unlike object detection, which involves classification and location of multiple objects within an image, image classification typically pertains to single-object images. When the classification becomes highly detailed or reaches instance-level, it is often referred to as image retrieval, which also involves finding similar images in a large database.

Source: Metamorphic Testing for Object Detection Systems

Papers

Showing 52015250 of 10420 papers

TitleStatusHype
Crowdsourcing with Meta-Workers: A New Way to Save the Budget0
LatentGAN Autoencoder: Learning Disentangled Latent Distribution0
Crowd-Powered Data Mining0
HistoFS: Non-IID Histopathologic Whole Slide Image Classification via Federated Style Transfer with RoI-Preserving0
Nonlinear Advantage: Trained Networks Might Not Be As Complex as You Think0
IMWA: Iterative Model Weight Averaging Benefits Class-Imbalanced Learning Tasks0
Cross-View-Prediction: Exploring Contrastive Feature for Hyperspectral Image Classification0
Latent Domain Learning with Dynamic Residual Adapters0
Latent Model Ensemble with Auto-localization0
Hippocampus Temporal Lobe Epilepsy Detection using a Combination of Shape-based Features and Spherical Harmonics Representation0
HindSight: A Graph-Based Vision Model Architecture For Representing Part-Whole Hierarchies0
Accelerating Gossip SGD with Periodic Global Averaging0
Hilbert Sinkhorn Divergence for Optimal Transport0
Hilbert Curve Based Molecular Sequence Analysis0
Incomplete Dot Products for Dynamic Computation Scaling in Neural Network Inference0
In-context learning enables multimodal large language models to classify cancer pathology images0
In-Context Learning for Label-Efficient Cancer Image Classification in Oncology0
Incoporating Weighted Board Learning System for Accurate Occupational Pneumoconiosis Staging0
Large-Scale Zero-Shot Image Classification from Rich and Diverse Textual Descriptions0
Deep FisherNet for Object Classification0
Incorporating Semantic Attention in Video Description Generation0
Deep Fisher Networks for Large-Scale Image Classification0
High Quality Remote Sensing Image Super-Resolution Using Deep Memory Connected Network0
Large-Scale Unsupervised Person Re-Identification with Contrastive Learning0
Cross Pixel Optical Flow Similarity for Self-Supervised Learning0
Increasing the Inference and Learning Speed of Tsetlin Machines with Clause Indexing0
Increasing the Robustness of Semantic Segmentation Models with Painting-by-Numbers0
Increasing Trustworthiness of Deep Neural Networks via Accuracy Monitoring0
Incremental Few-Shot Learning via Implanting and Compressing0
Incremental Learning in Deep Convolutional Neural Networks Using Partial Network Sharing0
Large-scale Video Classification guided by Batch Normalized LSTM Translator0
Latent Time Neural Ordinary Differential Equations0
High Performance Hyperspectral Image Classification using Graphics Processing Units0
Incremental Learning Through Deep Adaptation0
High Performance Human Face Recognition using Independent High Intensity Gabor Wavelet Responses: A Statistical Approach0
Incremental multi-domain learning with network latent tensor factorization0
Incremental Online Learning Algorithms Comparison for Gesture and Visual Smart Sensors0
Incremental Open-set Domain Adaptation0
CrossoverScheduler: Overlapping Multiple Distributed Training Applications in a Crossover Manner0
Highly Efficient Representation and Active Learning Framework and Its Application to Imbalanced Medical Image Classification0
Highly Efficient Forward and Backward Propagation of Convolutional Neural Networks for Pixelwise Classification0
A Web Page Classifier Library Based on Random Image Content Analysis Using Deep Learning0
AdaFilter: Adaptive Filter Fine-tuning for Deep Transfer Learning0
Deep Hashing: A Joint Approach for Image Signature Learning0
In-Domain Self-Supervised Learning Improves Remote Sensing Image Scene Classification0
Indoor image representation by high-level semantic features0
HIGHLY EFFICIENT 8-BIT LOW PRECISION INFERENCE OF CONVOLUTIONAL NEURAL NETWORKS0
High Frequency Residual Learning for Multi-Scale Image Classification0
Cross-Model Consensus of Explanations and Beyond for Image Classification Models: An Empirical Study0
Higher Order Transformers: Efficient Attention Mechanism for Tensor Structured Data0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1CoCa (finetuned)Top 1 Accuracy91Unverified
2Model soups (BASIC-L)Top 1 Accuracy90.98Unverified
3Model soups (ViT-G/14)Top 1 Accuracy90.94Unverified
4DaViT-GTop 1 Accuracy90.4Unverified
5Meta Pseudo Labels (EfficientNet-L2)Top 1 Accuracy90.2Unverified
6DaViT-HTop 1 Accuracy90.2Unverified
7SwinV2-GTop 1 Accuracy90.17Unverified
8MAWS (ViT-6.5B)Top 1 Accuracy90.1Unverified
9Florence-CoSwin-HTop 1 Accuracy90.05Unverified
10RevCol-HTop 1 Accuracy90Unverified