instance-recognitioncbir

Visual Search

Local Feature Based

VLAD

Deep Learning Based

DELF

DELG

NetVLAD

MAC

GeM

Losses / Objectives

Datasets / Benchmarks

Oxford5K

ROxford5K

Google Landmarks

MET

The Met dataset

Products-10K

Large scale product recognition dataset

AICrowd Products

AIcrowd | Visual Product Recognition Challenge 2023 | Challenges

Amazon Reviews

Amazon Reviews’23

Tricks of the Trade

Query Expansion

Index Augmentation

Reranking

Spatial Verification

Ideas

  • tokenformer for instance recognition (learned codebook)
  • VLMs for instance recognition (same or not, prompting with multiple examples generate query token (prefixLM style masking))