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 16111620 of 10420 papers

TitleStatusHype
Contrastive-Based Deep Embeddings for Label Noise-Resilient Histopathology Image ClassificationCode0
Improving Shift Invariance in Convolutional Neural Networks with Translation Invariant Polyphase SamplingCode0
Unveiling the potential of diffusion model-based framework with transformer for hyperspectral image classification0
Differentiable Search for Finding Optimal Quantization Strategy0
Multi-Label Continual Learning for the Medical Domain: A Novel Benchmark0
Neural Optimizer Equation, Decay Function, and Learning Rate Schedule Joint EvolutionCode0
Accelerating Cardiac MRI Reconstruction with CMRatt: An Attention-Driven Approach0
Lost in Translation: Modern Neural Networks Still Struggle With Small Realistic Image Transformations0
Evolving Efficient CNN Based Model for Image Classification0
Variational Stochastic Gradient Descent for Deep Neural NetworksCode1
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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