Papers › UAVM: Towards Unifying Audio and Visual Models
UAVM: Towards Unifying Audio and Visual Models
Yuan Gong, Alexander H. Liu, Andrew Rouditchenko, James Glass
Conventional audio-visual models have independent audio and video branches. In this work, we unify the audio and visual branches by designing a Unified Audio-Visual Model (UAVM). The UAVM achieves a new state-of-the-art audio-visual event classification accuracy of 65.8% on VGGSound. More interestingly, we also find a few intriguing properties of UAVM that the modality-independent counterparts do not have.
In Syntology Open this paper in Syntology's Atlas, the map of the papers in Syntology's graph and their citations.
For agents, Syntology's MCP tool lists every function and class Syntology harvested from this paper and whether it ran (how to connect): get_harvested_code_for_paper(arxiv_id="2208.00061")
Code
Syntology Ran 6 of 14 code samples harvested from 1 repository linked to this paper; 8 have no recorded run. Of those that ran: 6 ran with no contract checked.
By repository: official repository: 14 samples from 1 repository, 6 ran. The run record, sample by sample. “Ran” means executed on a synthesized input, not that the code is correct or reproduces the paper.
Repository list and official/mentioned flags are the archive's, frozen 2025-07-28. Reachability, where shown, is from one Syntology probe window (2026-09-16 to 2026-09-18); repositories not probed show nothing. GitHub stars are not tracked.
Code Syntology ran Syntology
14 samples harvested; 6 ran; 0 honoured the contract we drafted; 8 have no recorded run. Read from Syntology's graph 2026-09-24; that is when this build read the record, not when the samples ran.
Licence: 0 of the 14 samples are pointer only, meaning Syntology does not serve that copy's text. This page shows no code text for any sample; each one links to its file in the repository.
Harvested from YuanGongND/uavm. “Ran” means the sample executed on a synthesized input. It does not mean the output is correct, and nothing here reproduces the paper's results. “Honoured” and “violated” refer to a contract Syntology drafted from the code itself; “our draft was wrong” and “fixture could not drive it” are failures of Syntology's instrument, not of the code.
Each sample ends with its code_sha256, Syntology's identity for that exact code. An agent fetches the stored sample with Syntology's MCP tool get_code(code_sha256="…") (how to connect); click an identity to copy that call.
Repository labels, per sample. official repository: The archive marks this repository official for the paper. named in the paper: The archive records that the paper mentions this repository; it is not marked official. community (archive-listed): In the archive's code links for this paper, not marked official and not recorded as mentioned in the paper. found in paper text by Syntology: Syntology found this repository in the paper's own text; whether it is the authors' implementation is not asserted. community: Not in the archive's code links for this paper; a community repository Syntology harvested. Samples from a repository marked official are listed first. Licence labels name the repository's licence as recorded at harvest. “Pointer only” means Syntology does not serve that copy's text, for one of four reasons: no licence file was found; the licence was not identified; the licence is recorded as permissive but that copy's record is not marked cleared; or the licence is outside the permissive list Syntology serves text under (MIT, Apache-2.0, BSD and similar). Some licences outside that list permit redistribution, such as WTFPL, and GPL-3.0 under its conditions; they are simply not on the list. Hover a licence label for the reason. File links open the file on GitHub at the default branch, which may have changed since the harvest.
e217fb47bef3abe4 · report
72584682b61aedb0 · report
04fa3bcbfec2c0c2 · report
c15efdd12442aeb4 · report
a8fb3f62e2a901d7 · report
cbf115a314bcd23e · report
43c80235310e3600 · report
9ff67c442329e8a7 · report
61299eb1ed3c706c · report
331bb441f92a339c · report
8c4b5afbcd37a80f · report
cc7e8ccff12882a7 · report
29f6d6e61e31cfd1 · report
e2fc9876fd34a120 · report
Tasks
Results from the paper archive 2025-07-28
| Task | Dataset | Model | Metric | Value | Rank at snapshot | Leaderboard | Report |
|---|---|---|---|---|---|---|---|
| Audio Classification | AudioSet | UAVM (Audio + Video) | Test mAP | 0.504 | #8 of 51 | Archive leaderboard | report |
| Audio Classification | VGGSound | UAVM (Audio + Video) | Top 1 Accuracy | 65.8 | #9 of 23 | Archive leaderboard | report |
| Audio Classification | VGGSound | UAVM (Audio Only) | Top 1 Accuracy | 56.5 | #16 of 23 | Archive leaderboard | report |
| Audio Classification | VGGSound | UAVM (Video Only) | Top 1 Accuracy | 49.9 | #22 of 23 | Archive leaderboard | report |
| Multi-modal Classification | AudioSet | UAVM | Average mAP | 0.504 | #2 of 2 | Archive leaderboard | report |
| Multi-modal Classification | VGG-Sound | UAVM | Top-1 Accuracy | 65.8 | #3 of 4 | Archive leaderboard | report |
Ranks are positions in the archive's leaderboards as they stood at the 2025-07-28 snapshot. Results published since then are not among these rows, so a rank here is not a current standing.
Report a problem or propose a change · a person checks every report against the paper or source before anything changes; decisions are listed on /corrections