TACO: Training-free Sound Prompted Segmentation via Semantically Constrained Audio-visual CO-factorization | Paper Citation Record

Observation e6e7773a-7197-48d7-94fb-c29b0d7da8fb · outbound

This paper cites Emerging properties in self-supervised vision transformers.

TACO: Training-free Sound Prompted Segmentation via Semantically Constrained Audio-visual CO-factorization Emerging properties in self-supervised vision transformers

Reference 1

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Observation 2da26d9d-7167-467b-a525-caf0e041a8ed · outbound

This paper cites Localizing visual sounds the hard way.

TACO: Training-free Sound Prompted Segmentation via Semantically Constrained Audio-visual CO-factorization Localizing visual sounds the hard way

Reference 2

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Observation 67e6dbe0-b1d5-4eee-be42-36d42a8b93b6 · outbound

This paper cites Vggsound: A large-scale audio-visual dataset.

TACO: Training-free Sound Prompted Segmentation via Semantically Constrained Audio-visual CO-factorization Vggsound: A large-scale audio-visual dataset

Reference 3

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Observation 8f790430-b373-4c93-a839-ff6924b20b6d · outbound

This paper cites Vast: A vision-audio-subtitle-text omni-modality foundation model and dataset, 2023.

TACO: Training-free Sound Prompted Segmentation via Semantically Constrained Audio-visual CO-factorization Vast: A vision-audio-subtitle-text omni-modality foundation model and dataset, 2023

Reference 4

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Observation be7389c0-8488-4d44-91d3-bbaa887a0bb1 · outbound

This paper cites Reproducible scaling laws for contrastive language-image learning.

TACO: Training-free Sound Prompted Segmentation via Semantically Constrained Audio-visual CO-factorization Reproducible scaling laws for contrastive language-image learning

Reference 5

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Observation 76edd49a-a693-4939-9fcc-f3d76e00b591 · outbound

This paper cites Meerkat: Audio-visual large language model for grounding in space and time.

TACO: Training-free Sound Prompted Segmentation via Semantically Constrained Audio-visual CO-factorization Meerkat: Audio-visual large language model for grounding in space and time

Reference 6

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Observation ac52431f-cea6-4b2b-85a6-6cc1bcd83f86 · outbound

This paper cites Multilayer nonnegative matrix factorisation.

TACO: Training-free Sound Prompted Segmentation via Semantically Constrained Audio-visual CO-factorization Multilayer nonnegative matrix factorisation

Reference 7

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Observation 9bfa13ba-454b-4d59-a8d4-e989254fe9c9 · outbound

This paper cites Deep feature factorization for concept discovery.

TACO: Training-free Sound Prompted Segmentation via Semantically Constrained Audio-visual CO-factorization Deep feature factorization for concept discovery

Reference 8

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Observation 43db80ca-88b3-45ec-8b0e-0852439267b8 · outbound

This paper cites Neural Network Matrix Factorization.

TACO: Training-free Sound Prompted Segmentation via Semantically Constrained Audio-visual CO-factorization Neural Network Matrix Factorization

Reference 9

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Observation 2066cef2-5c37-433d-8131-9aae3db6beb2 · outbound

This paper cites Clap learning audio concepts from natural language supervision.

TACO: Training-free Sound Prompted Segmentation via Semantically Constrained Audio-visual CO-factorization Clap learning audio concepts from natural language supervision

Reference 10

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Observation e77553b9-a849-4cd7-99f6-c81de089b320 · outbound

This paper cites Avsegformer: Audio-visual segmentation with transformer.

TACO: Training-free Sound Prompted Segmentation via Semantically Constrained Audio-visual CO-factorization Avsegformer: Audio-visual segmentation with transformer

Reference 11

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Observation f3cbbf35-8fa8-4d06-bc28-55fa4df9cf14 · outbound

This paper cites Audio set: An ontology and human-labeled dataset for audio events.

TACO: Training-free Sound Prompted Segmentation via Semantically Constrained Audio-visual CO-factorization Audio set: An ontology and human-labeled dataset for audio events

Reference 12

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Observation 394d892c-586e-4ea6-92fa-e73e57718423 · outbound

This paper cites The why and how of nonnegative matrix factorization.

TACO: Training-free Sound Prompted Segmentation via Semantically Constrained Audio-visual CO-factorization The why and how of nonnegative matrix factorization

Reference 13

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Observation ab4b0125-4112-4438-8aa5-9e52508fe2c7 · outbound

This paper cites Imagebind: One embedding space to bind them all.

TACO: Training-free Sound Prompted Segmentation via Semantically Constrained Audio-visual CO-factorization Imagebind: One embedding space to bind them all

Reference 14

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Observation a983b572-ac08-48bc-a575-5ef48fcf5c18 · outbound

This paper cites Contrastive Audio-Visual Masked Autoencoder.

TACO: Training-free Sound Prompted Segmentation via Semantically Constrained Audio-visual CO-factorization Contrastive Audio-Visual Masked Autoencoder

Reference 15

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Observation 09c971e0-ce71-45dd-9998-ccf2ff70be83 · outbound

This paper cites Single channel speech music separation using nonnegative matrix factorization and spectral masks.

TACO: Training-free Sound Prompted Segmentation via Semantically Constrained Audio-visual CO-factorization Single channel speech music separation using nonnegative matrix factorization and spectral masks

Reference 16

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Observation a70468c1-e73e-4d8a-b01c-0f6802c3f190 · outbound

This paper cites Non-negative matrix factorization for face recognition.

TACO: Training-free Sound Prompted Segmentation via Semantically Constrained Audio-visual CO-factorization Non-negative matrix factorization for face recognition

Reference 17

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Observation 07f012fd-eed4-4236-9d3d-2f0d2baff75c · outbound

This paper cites chirp" from the.

TACO: Training-free Sound Prompted Segmentation via Semantically Constrained Audio-visual CO-factorization chirp" from the

Reference 18

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Observation 7e272c82-839e-4054-ac26-32fcd7b74da5 · outbound

This paper cites Hubert: Self-supervised speech representation learning by masked prediction of hidden units.

TACO: Training-free Sound Prompted Segmentation via Semantically Constrained Audio-visual CO-factorization Hubert: Self-supervised speech representation learning by masked prediction of hidden units

Reference 19

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Observation f537bdda-6134-4bdd-8480-0dd85db28d83 · outbound

This paper cites Transfer Learning from Audio-Visual Grounding to Speech Recognition.

TACO: Training-free Sound Prompted Segmentation via Semantically Constrained Audio-visual CO-factorization Transfer Learning from Audio-Visual Grounding to Speech Recognition

Reference 20

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Observation cba18e4f-a2b0-4137-b677-8a65b7e2ad6a · outbound

This paper cites A Critical Assessment of Visual Sound Source Localization Models Including Negative Audio.

TACO: Training-free Sound Prompted Segmentation via Semantically Constrained Audio-visual CO-factorization A Critical Assessment of Visual Sound Source Localization Models Including Negative Audio

Reference 21

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Observation fd5de8c9-5f6d-4680-9409-9d29238e6539 · outbound

This paper cites Algorithms for non-negative matrix factorization.

TACO: Training-free Sound Prompted Segmentation via Semantically Constrained Audio-visual CO-factorization Algorithms for non-negative matrix factorization

Reference 22

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Observation 55ab5fa2-739a-4b4c-ba38-ce50bc4d74fc · outbound

This paper cites Unsupervised sound localization via iterative contrastive learning.

TACO: Training-free Sound Prompted Segmentation via Semantically Constrained Audio-visual CO-factorization Unsupervised sound localization via iterative contrastive learning

Reference 23

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Observation c174fe3b-9ac8-49ea-9e27-4352b71c6c08 · outbound

This paper cites Audio-visual segmentation by exploring cross-modal mutual semantics.

TACO: Training-free Sound Prompted Segmentation via Semantically Constrained Audio-visual CO-factorization Audio-visual segmentation by exploring cross-modal mutual semantics

Reference 24

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Observation adea6297-dde1-4f77-ae3c-3ed2af783d06 · outbound

This paper cites Audio-aware Query-enhanced Transformer for Audio-Visual Segmentation.

TACO: Training-free Sound Prompted Segmentation via Semantically Constrained Audio-visual CO-factorization Audio-aware Query-enhanced Transformer for Audio-Visual Segmentation

Reference 25

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Observation 03102f43-292a-420b-836e-129cfb75311a · outbound

This paper cites Exploiting transformation invariance and equivariance for self-supervised sound localisation.

TACO: Training-free Sound Prompted Segmentation via Semantically Constrained Audio-visual CO-factorization Exploiting transformation invariance and equivariance for self-supervised sound localisation

Reference 26

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Observation dea00248-ac9b-4fdf-a823-d51478db0ec6 · outbound

This paper cites Image segmentation using text and image prompts.

TACO: Training-free Sound Prompted Segmentation via Semantically Constrained Audio-visual CO-factorization Image segmentation using text and image prompts

Reference 27

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Observation a8cd910e-e30e-4e4e-a3c8-d8d16a8f0f6b · outbound

This paper cites An eye for an ear: zero-shot audio description leveraging an image captioner with audio-visual token distribution matching.

TACO: Training-free Sound Prompted Segmentation via Semantically Constrained Audio-visual CO-factorization An eye for an ear: zero-shot audio description leveraging an image captioner with audio-visual token distribution matching

Reference 28

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Observation 4eea906a-1d55-4d2a-9cb1-ffbf7d517a40 · outbound

This paper cites A closer look at weakly-supervised audio-visual source localization.

TACO: Training-free Sound Prompted Segmentation via Semantically Constrained Audio-visual CO-factorization A closer look at weakly-supervised audio-visual source localization

Reference 29

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Observation 0e90062f-60ed-447b-97a6-977b09e920cf · outbound

This paper cites A Concept-Based Explainability Framework for Large Multimodal Models.

TACO: Training-free Sound Prompted Segmentation via Semantically Constrained Audio-visual CO-factorization A Concept-Based Explainability Framework for Large Multimodal Models

Reference 30

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Observation aac9c43f-6969-48e9-89ad-4defc724afdc · outbound

This paper cites Listen to interpret: Post-hoc interpretability for audio networks with nmf.

TACO: Training-free Sound Prompted Segmentation via Semantically Constrained Audio-visual CO-factorization Listen to interpret: Post-hoc interpretability for audio networks with nmf

Reference 31

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Observation b38c4eb1-38f8-459f-ba47-2a794b9aad4d · outbound

This paper cites Guiding audio source separation by video object information.

TACO: Training-free Sound Prompted Segmentation via Semantically Constrained Audio-visual CO-factorization Guiding audio source separation by video object information

Reference 32

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Observation 31bf4e73-ac6d-4ed4-b01a-842b831e4de3 · outbound

This paper cites Marginnce: Robust sound localization with a negative margin.

TACO: Training-free Sound Prompted Segmentation via Semantically Constrained Audio-visual CO-factorization Marginnce: Robust sound localization with a negative margin

Reference 33

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Observation 049cf943-4e67-4b62-b51c-603333264557 · outbound

This paper cites Can clip help sound source localization? In Proceedings of the IEEE/CVF Winter Conference on Applications of Computer Vision (WACV), January 2024.

TACO: Training-free Sound Prompted Segmentation via Semantically Constrained Audio-visual CO-factorization Can clip help sound source localization? In Proceedings of the IEEE/CVF Winter Conference on Applications of Computer Vision (WACV), January 2024

Reference 34

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Observation e1bd8688-db34-4e0d-b068-cd945dadc870 · outbound

This paper cites Learning transferable visual models from natural language supervision.

TACO: Training-free Sound Prompted Segmentation via Semantically Constrained Audio-visual CO-factorization Learning transferable visual models from natural language supervision

Reference 35

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This paper cites Laion- 5b: An open large-scale dataset for training next generation image-text models.

TACO: Training-free Sound Prompted Segmentation via Semantically Constrained Audio-visual CO-factorization Laion- 5b: An open large-scale dataset for training next generation image-text models

Reference 36

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Observation d2d773af-542d-4b50-8b11-ddbe30127d4e · outbound

This paper cites Soft nonnegative matrix co-factorization.

TACO: Training-free Sound Prompted Segmentation via Semantically Constrained Audio-visual CO-factorization Soft nonnegative matrix co-factorization

Reference 37

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Observation ade26ffd-c0f6-48ad-9fb0-7d20d6860cfa · outbound

This paper cites Learning to localize sound source in visual scenes.

TACO: Training-free Sound Prompted Segmentation via Semantically Constrained Audio-visual CO-factorization Learning to localize sound source in visual scenes

Reference 38

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This paper cites Learning to localize sound sources in visual scenes: Analysis and applications.

TACO: Training-free Sound Prompted Segmentation via Semantically Constrained Audio-visual CO-factorization Learning to localize sound sources in visual scenes: Analysis and applications

Reference 39

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Observation 724eaf77-0934-4d99-847f-4bbdb6051a6e · outbound

This paper cites Learning sound localization better from semantically similar samples.

TACO: Training-free Sound Prompted Segmentation via Semantically Constrained Audio-visual CO-factorization Learning sound localization better from semantically similar samples

Reference 40

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Observation 6d4a439d-eaff-4ac3-b460-6904964ce2af · outbound

This paper cites Sound source localization is all about cross-modal alignment.

TACO: Training-free Sound Prompted Segmentation via Semantically Constrained Audio-visual CO-factorization Sound source localization is all about cross-modal alignment

Reference 41

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Observation 6e811ac2-eba3-4bb7-a1c1-1576ac0e8b8a · outbound

This paper cites Increasing importance of joint analysis of audio and video in computer vision: A survey.

TACO: Training-free Sound Prompted Segmentation via Semantically Constrained Audio-visual CO-factorization Increasing importance of joint analysis of audio and video in computer vision: A survey

Reference 42

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Observation bd27ecd2-f5e5-4248-a694-64ffe7e5c8c2 · outbound

This paper cites Learning audio-visual source localization via false negative aware contrastive learning.

TACO: Training-free Sound Prompted Segmentation via Semantically Constrained Audio-visual CO-factorization Learning audio-visual source localization via false negative aware contrastive learning

Reference 44

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Observation affd8a84-9597-4234-8128-c7bf6f43aea3 · outbound

This paper cites Audio-visual event localization in unconstrained videos.

TACO: Training-free Sound Prompted Segmentation via Semantically Constrained Audio-visual CO-factorization Audio-visual event localization in unconstrained videos

Reference 45

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T04:23:41.894808Z

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Observation d5c4fbac-c93b-4f84-92c5-798058cb14da · outbound

This paper cites Combining non-negative matrix factoriza- tion and deep neural networks for speech enhancement and automatic speech recognition.

TACO: Training-free Sound Prompted Segmentation via Semantically Constrained Audio-visual CO-factorization Combining non-negative matrix factoriza- tion and deep neural networks for speech enhancement and automatic speech recognition

Reference 46

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T04:23:41.878827Z

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Observation d38866b8-2cd0-4dce-a59b-2038c55374e8 · outbound

This paper cites Document clustering based on non-negative matrix factorization.

TACO: Training-free Sound Prompted Segmentation via Semantically Constrained Audio-visual CO-factorization Document clustering based on non-negative matrix factorization

Reference 47

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T04:23:41.862798Z

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Observation 0bf2f4e7-82f8-4ff4-9c6c-21629b283753 · outbound

This paper cites Coupled nonnegative matrix factorization unmixing for hyperspectral and multispectral data fusion.

TACO: Training-free Sound Prompted Segmentation via Semantically Constrained Audio-visual CO-factorization Coupled nonnegative matrix factorization unmixing for hyperspectral and multispectral data fusion

Reference 48

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Observation cea3375a-ad04-4c25-8af0-163da9acb579 · outbound

This paper cites Matrix co-factorization on compressed sensing.

TACO: Training-free Sound Prompted Segmentation via Semantically Constrained Audio-visual CO-factorization Matrix co-factorization on compressed sensing

Reference 49

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Observation fad3c349-078c-4638-9a83-0e7c9a13e8d8 · outbound

This paper cites Convolutions die hard: Open-vocabulary segmentation with single frozen convolutional clip.

TACO: Training-free Sound Prompted Segmentation via Semantically Constrained Audio-visual CO-factorization Convolutions die hard: Open-vocabulary segmentation with single frozen convolutional clip

Reference 50

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T04:23:41.815704Z

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Observation d70059dc-7c51-4dee-8833-81b812226705 · outbound

This paper cites Semantic understanding of scenes through the ade20k dataset.

TACO: Training-free Sound Prompted Segmentation via Semantically Constrained Audio-visual CO-factorization Semantic understanding of scenes through the ade20k dataset

Reference 51

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This paper cites Audio-visual segmentation with semantics.

TACO: Training-free Sound Prompted Segmentation via Semantically Constrained Audio-visual CO-factorization Audio-visual segmentation with semantics

Reference 52

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This paper cites Audio–visual segmentation.

TACO: Training-free Sound Prompted Segmentation via Semantically Constrained Audio-visual CO-factorization Audio–visual segmentation

Reference 53

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