Text Retrieval

221 papers with code • 3 benchmarks • 11 datasets

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Libraries

Use these libraries to find Text Retrieval models and implementations
5 papers
2,916
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Most implemented papers

UNITER: UNiversal Image-TExt Representation Learning

ChenRocks/UNITER ECCV 2020

Different from previous work that applies joint random masking to both modalities, we use conditional masking on pre-training tasks (i. e., masked language/region modeling is conditioned on full observation of image/text).

Knowledge Guided Text Retrieval and Reading for Open Domain Question Answering

huggingface/transformers 10 Nov 2019

We introduce an approach for open-domain question answering (QA) that retrieves and reads a passage graph, where vertices are passages of text and edges represent relationships that are derived from an external knowledge base or co-occurrence in the same article.

Stacked Cross Attention for Image-Text Matching

kuanghuei/SCAN ECCV 2018

Prior work either simply aggregates the similarity of all possible pairs of regions and words without attending differentially to more and less important words or regions, or uses a multi-step attentional process to capture limited number of semantic alignments which is less interpretable.

Language-agnostic BERT Sentence Embedding

FreddeFrallan/Multilingual-CLIP ACL 2022

While BERT is an effective method for learning monolingual sentence embeddings for semantic similarity and embedding based transfer learning (Reimers and Gurevych, 2019), BERT based cross-lingual sentence embeddings have yet to be explored.

BLIP: Bootstrapping Language-Image Pre-training for Unified Vision-Language Understanding and Generation

salesforce/lavis 28 Jan 2022

Furthermore, performance improvement has been largely achieved by scaling up the dataset with noisy image-text pairs collected from the web, which is a suboptimal source of supervision.

Learning a Text-Video Embedding from Incomplete and Heterogeneous Data

antoine77340/Mixture-of-Embedding-Experts 7 Apr 2018

We evaluate our method on the task of video retrieval and report results for the MPII Movie Description and MSR-VTT datasets.

Approximate Nearest Neighbor Negative Contrastive Learning for Dense Text Retrieval

microsoft/ANCE ICLR 2021

In this paper, we identify that the main bottleneck is in the training mechanisms, where the negative instances used in training are not representative of the irrelevant documents in testing.

Frozen in Time: A Joint Video and Image Encoder for End-to-End Retrieval

m-bain/frozen-in-time ICCV 2021

Our objective in this work is video-text retrieval - in particular a joint embedding that enables efficient text-to-video retrieval.

CLIP4Clip: An Empirical Study of CLIP for End to End Video Clip Retrieval

ArrowLuo/CLIP4Clip 18 Apr 2021

In this paper, we propose a CLIP4Clip model to transfer the knowledge of the CLIP model to video-language retrieval in an end-to-end manner.

Align before Fuse: Vision and Language Representation Learning with Momentum Distillation

salesforce/lavis NeurIPS 2021

Most existing methods employ a transformer-based multimodal encoder to jointly model visual tokens (region-based image features) and word tokens.