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 621630 of 10419 papers

TitleStatusHype
Data Pruning Can Do More: A Comprehensive Data Pruning Approach for Object Re-identificationCode0
DQA: An Efficient Method for Deep Quantization of Deep Neural Network Activations0
STEAM: Squeeze and Transform Enhanced Attention Module0
An Efficient Framework for Enhancing Discriminative Models via Diffusion TechniquesCode0
Stochastic Learning of Non-Conjugate Variational Posterior for Image Classification0
Advancing Attribution-Based Neural Network Explainability through Relative Absolute Magnitude Layer-Wise Relevance Propagation and Multi-Component EvaluationCode0
Embeddings are all you need! Achieving High Performance Medical Image Classification through Training-Free Embedding Analysis0
Learned Compression for Compressed LearningCode0
Revisiting Weight Averaging for Model MergingCode1
Multimodal Approaches to Fair Image Classification: An Ethical Perspective0
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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