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 11111120 of 10420 papers

TitleStatusHype
An experimental comparative study of backpropagation and alternatives for training binary neural networks for image classificationCode0
Making Robust Generalizers Less Rigid with Loss ConcentrationCode0
Intuitionistic Fuzzy Cognitive Maps for Interpretable Image Classification0
FMiFood: Multi-modal Contrastive Learning for Food Image Classification0
CAS-ViT: Convolutional Additive Self-attention Vision Transformers for Efficient Mobile ApplicationsCode2
Designing Extremely Memory-Efficient CNNs for On-device Vision Tasks0
Compress and Compare: Interactively Evaluating Efficiency and Behavior Across ML Model Compression Experiments0
Comb, Prune, Distill: Towards Unified Pruning for Vision Model CompressionCode0
Dual-View Pyramid Pooling in Deep Neural Networks for Improved Medical Image Classification and Confidence Calibration0
Quantum Transfer Learning for MNIST Classification Using a Hybrid Quantum-Classical Approach0
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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