Instance Retrieval and Instance Recognition

instance-recognitioncbir

Visual Search

• GitHub - pavelsuma/ames: AMES: Asymmetric and Memory-Efficient Similarity
• [2412.00784] EDTformer: An Efficient Decoder Transformer for Visual Place Recognition
• [2406.16204] Breaking the Frame: Visual Place Recognition by Overlap Prediction

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))

Links

• GitHub - sungonce/CVNet: Official PyTorch Implementation of Correlation Verification for Image Retrieval, CVPR 2022 (Oral Presentation)

• GitHub - ShihaoShao-GH/SuperGlobal: ICCV 2023 Paper Global Features are All You Need for Image Retrieval and Reranking Official Repository

• GitHub - pavelsuma/ames: AMES: Asymmetric and Memory-Efficient Similarity

• [2405.18065v1] EffoVPR: Effective Foundation Model Utilization for Visual Place Recognition

• [2204.02287v2] Rethinking Visual Geo-localization for Large-Scale Applications

• [2405.07364v2] BoQ: A Place is Worth a Bag of Learnable Queries

• GitHub - gmberton/awesome-Visual-Place-Recognition: A curated list of awesome Visual Place Recognition papers

• ILR2024 instance level recognition