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 671680 of 10420 papers

TitleStatusHype
Dynamic Token Pruning in Plain Vision Transformers for Semantic SegmentationCode1
ViT2EEG: Leveraging Hybrid Pretrained Vision Transformers for EEG DataCode1
NormKD: Normalized Logits for Knowledge DistillationCode1
CDUL: CLIP-Driven Unsupervised Learning for Multi-Label Image ClassificationCode1
Multiple Instance Learning Framework with Masked Hard Instance Mining for Whole Slide Image ClassificationCode1
Task-Oriented Channel Attention for Fine-Grained Few-Shot ClassificationCode1
Quantum-limited stochastic optical neural networks operating at a few quanta per activationCode1
Understanding Silent Failures in Medical Image ClassificationCode1
Federated Model Aggregation via Self-Supervised Priors for Highly Imbalanced Medical Image ClassificationCode1
PromptStyler: Prompt-driven Style Generation for Source-free Domain GeneralizationCode1
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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