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 14611470 of 10420 papers

TitleStatusHype
Pre-Trained Vision-Language Models as Partial Annotators0
Exploration of Multi-Scale Image Fusion Systems in Intelligent Medical Image Analysis0
A Lost Opportunity for Vision-Language Models: A Comparative Study of Online Test-Time Adaptation for Vision-Language Models0
Domain Wall Magnetic Tunnel Junction Reliable Integrate and Fire Neuron0
Advancing Spiking Neural Networks for Sequential Modeling with Central Pattern GeneratorsCode2
Segformer++: Efficient Token-Merging Strategies for High-Resolution Semantic SegmentationCode1
Adaptive Gradient Clipping for Robust Federated Learning0
Explaining Black-box Model Predictions via Two-level Nested Feature Attributions with Consistency Property0
Scalable Visual State Space Model with Fractal Scanning0
Semantic Equitable Clustering: A Simple and Effective Strategy for Clustering Vision Tokens0
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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
5DaViT-HTop 1 Accuracy90.2Unverified
6Meta Pseudo Labels (EfficientNet-L2)Top 1 Accuracy90.2Unverified
7SwinV2-GTop 1 Accuracy90.17Unverified
8MAWS (ViT-6.5B)Top 1 Accuracy90.1Unverified
9Florence-CoSwin-HTop 1 Accuracy90.05Unverified
10Meta Pseudo Labels (EfficientNet-B6-Wide)Top 1 Accuracy90Unverified