Adam W. Harley

@AdamWHarley

Research Scientist at Meta. I did a postdoc at Stanford and PhD at CMU. I work on computer vision and machine learning.

Redmond, WA adamharley.com Joined August 2020

129 Following 2.5K Followers 284 Posts

Latest posts 5

Pinned post

Adam W. Harley @AdamWHarley Jun 19

Introducing VOTSp2026 — a new point tracking challenge!

50 hand-picked videos including animals, robots, cells, egocentric capture, and more, with clean annotations and standardized evaluation.

Submit your tracker and compete: votchallenge.net/vots2026/

0:10

Adam W. Harley @AdamWHarley Oct 14

Our team is hiring PhD interns now for 2027. Ping me if you are interested and qualified, especially if you work on similar problems as me.

Adam W. Harley @AdamWHarley Jun 22

The deadline for participating in the VOTSp2026 point tracking is this Sunday, June 28!

Preparing a submission should take a couple hours max (especially with a coding agent involved). Give it a shot!

The results of the challenge will be presented at ECCV 2026.

Adam W. Harley @AdamWHarley Jun 19

Introducing VOTSp2026 — a new point tracking challenge!

50 hand-picked videos including animals, robots, cells, egocentric capture, and more, with clean annotations and standardized evaluation.

Submit your tracker and compete: votchallenge.net/vots2026/

View quoted post on X

Adam W. Harley @AdamWHarley May 21

Very fun: Our paper for Insect Science is one of the journal's most-viewed articles of 2025! Yay for point tracking + vibrational signal analysis (with @JPolajnar)!
BTW the underlying point tracker here is basically "PIPs+++" -- a simple method tuned well can do a lot!

1:00

Adam W. Harley @AdamWHarley Jul 12, 2025

Yup! But I wouldn't say "single shot" -- AllTracker, inheriting from CoTracker and PIPs and RAFT, is an iterative approach. In practice, we iterate 4x to get the final answer (and this sums to 11 FPS at 576x1024).

Wildminder @wildmindai Jul 9, 2025

AllTracker. Hi-res, dense point tracking across long video ranges in a single shot. Tracks every pixel. Fast, lightweight (16M params). Sparse tracking is obsolete.
alltracker.github.io

View quoted post on X