SOTAVerified

Transfer Learning

Transfer Learning is a machine learning technique where a model trained on one task is re-purposed and fine-tuned for a related, but different task. The idea behind transfer learning is to leverage the knowledge learned from a pre-trained model to solve a new, but related problem. This can be useful in situations where there is limited data available to train a new model from scratch, or when the new task is similar enough to the original task that the pre-trained model can be adapted to the new problem with only minor modifications.

( Image credit: Subodh Malgonde )

Papers

Showing 101110 of 10307 papers

TitleStatusHype
LightGaussian: Unbounded 3D Gaussian Compression with 15x Reduction and 200+ FPSCode2
CommonCanvas: An Open Diffusion Model Trained with Creative-Commons ImagesCode2
Event Stream-based Visual Object Tracking: A High-Resolution Benchmark Dataset and A Novel BaselineCode2
A physics-informed and attention-based graph learning approach for regional electric vehicle charging demand predictionCode2
ExpeL: LLM Agents Are Experiential LearnersCode2
LP-MusicCaps: LLM-Based Pseudo Music CaptioningCode2
A Survey on Open-Vocabulary Detection and Segmentation: Past, Present, and FutureCode2
Global birdsong embeddings enable superior transfer learning for bioacoustic classificationCode2
Foundation Model for Endoscopy Video Analysis via Large-scale Self-supervised Pre-trainCode2
Segment Any Point Cloud Sequences by Distilling Vision Foundation ModelsCode2
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1APCLIPAccuracy84.2Unverified
2DFA-ENTAccuracy69.2Unverified
3DFA-SAFNAccuracy69.1Unverified
4EasyTLAccuracy63.3Unverified
5MEDAAccuracy60.3Unverified
#ModelMetricClaimedVerifiedStatus
1CNN10-20% Mask PSNR3.23Unverified
#ModelMetricClaimedVerifiedStatus
1Chatterjee, Dutta et al.[1]Accuracy96.12Unverified
#ModelMetricClaimedVerifiedStatus
1Co-TuningAccuracy85.65Unverified
#ModelMetricClaimedVerifiedStatus
1Physical AccessEER5.74Unverified
#ModelMetricClaimedVerifiedStatus
1riadd.aucmediAUROC0.95Unverified